{"id":"W4413039644","doi":"","title":"Literature Review as a Graded Assignment: Fostering positive attitudes of dental hygiene students towards research.","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Dental hygiene; Hygiene; Psychology; Medical education; Oral hygiene; Dentistry; Mathematics education; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02906493,0.0002802834,0.0006632304,0.006890852,0.001120194,0.003327638,0.001183574,0.0009126581,0.003542803],"category_scores_gemma":[0.1016204,0.0003072268,0.0005753033,0.003150915,0.0008001439,0.002235459,0.003468374,0.0007009452,0.0007468449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436505,"about_ca_system_score_gemma":0.01305014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007307471,"about_ca_topic_score_gemma":0.006622199,"domain_scores_codex":[0.9826403,0.01020914,0.002410042,0.0004470663,0.003985441,0.0003080202],"domain_scores_gemma":[0.9135588,0.04755976,0.01380889,0.00273561,0.01653751,0.005799372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002560781,0.0005542872,0.008774234,0.03423371,0.0002173275,0.0003858942,0.01427205,0.0001018551,0.004847115,0.001700104,0.04031412,0.8943431],"study_design_scores_gemma":[0.0007985547,0.005364012,0.159215,0.1444136,0.002138815,0.00433547,0.07540607,0.00109477,0.008340683,0.01316348,0.585453,0.000276427],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4627327,0.2779494,0.02324088,0.1048484,0.02029773,0.01609188,0.001065563,0.0007632945,0.09301008],"genre_scores_gemma":[0.6619326,0.1823908,0.1052456,0.01979331,0.003974223,0.006865982,0.0007237907,0.0001094803,0.0189642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02906493,"threshold_uncertainty_score":0.1537119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2576830511645413,"score_gpt":0.5559935677703043,"score_spread":0.298310516605763,"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."}}