{"id":"W4319334482","doi":"10.1111/cdoe.12787","title":"The Necessity of qualitative research for advancing oral health","year":2023,"lang":"en","type":"article","venue":"Community Dentistry And Oral Epidemiology","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Sophistication; Qualitative research; Engineering ethics; Morality; Medicine; Oral health; Politics; Sociology; Mythology; Public relations; Epistemology; Social science; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6421963,0.001721284,0.00477415,0.009220436,0.01329613,0.02466173,0.006691177,0.01320236,0.008805872],"category_scores_gemma":[0.7018386,0.002766145,0.002852141,0.009882556,0.05068033,0.03618981,0.01842508,0.02176677,0.00375746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01930219,"about_ca_system_score_gemma":0.07372531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002733,"about_ca_topic_score_gemma":0.009513252,"domain_scores_codex":[0.2243787,0.7200488,0.01872452,0.007814758,0.02707316,0.001960093],"domain_scores_gemma":[0.09737016,0.8007369,0.01674753,0.0414017,0.03766312,0.006080606],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002345846,0.0005039294,0.003437757,0.01720644,0.0002960057,0.0003708494,0.2052707,0.0008884116,0.001508544,0.5737787,0.04637946,0.1501246],"study_design_scores_gemma":[0.0002554482,0.0003005163,0.001118182,0.04188701,0.0001279346,0.000532728,0.09033298,0.001531087,0.0007628768,0.585847,0.277048,0.0002563056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005615189,0.03686751,0.3489056,0.5637339,0.01140756,0.008381949,0.0007700494,0.0004552719,0.0238629],"genre_scores_gemma":[0.1127221,0.02645114,0.7100202,0.1128251,0.004841402,0.02939028,0.0004340734,0.0003515964,0.002964279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3578037,"threshold_uncertainty_score":0.4412357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7259722846307743,"score_gpt":0.733080160884757,"score_spread":0.007107876253982681,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}