{"id":"W2890682811","doi":"10.1177/2380084418796813","title":"Advanced Methodologies in Oral Health Research","year":2018,"lang":"en","type":"article","venue":"JDR Clinical & Translational Research","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Oral health; Medicine; Computer science; Dentistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.0430004,0.000133044,0.0004018749,0.0005809806,0.0005249243,0.00008331821,0.000546476,0.0003155783,0.001113484],"category_scores_gemma":[0.009315062,0.0001247618,0.0001315835,0.002066355,0.001259821,0.0002706792,0.0001290787,0.00201333,0.001960604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058547,"about_ca_system_score_gemma":0.001238101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005561797,"about_ca_topic_score_gemma":0.01427979,"domain_scores_codex":[0.9863302,0.00776626,0.001275723,0.0007455412,0.002639245,0.001243099],"domain_scores_gemma":[0.9852361,0.01227805,0.00008130217,0.0004627022,0.001487639,0.0004541999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002153385,0.0004591904,0.1356258,0.0001519593,0.00001663928,0.00004251691,0.0002921584,0.0000177786,0.0001004847,0.02050402,0.01621079,0.8244253],"study_design_scores_gemma":[0.001871024,0.001160706,0.8815966,0.0001162656,0.000001469603,0.000007825567,0.0005070193,0.0008972316,0.00009282165,0.04838155,0.0652343,0.0001331525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524216,0.0017835,0.005311689,0.009080612,0.001923061,0.001981902,0.000100085,0.0001571467,0.02724038],"genre_scores_gemma":[0.9831566,0.0003404145,0.01243317,0.0006014785,0.0006558552,0.00008825755,0.0001057238,0.00003123238,0.002587227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8242921,"threshold_uncertainty_score":0.9997996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8165364417144678,"score_gpt":0.7251343448469837,"score_spread":0.09140209686748413,"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."}}