{"id":"W4235646943","doi":"10.1503/cmaj.161369","title":"The expert","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Head (geology); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008638811,0.00006612131,0.0000975923,0.00006458722,0.0127639,0.0003163197,0.0008382672,0.000318812,0.01142062],"category_scores_gemma":[0.03723465,0.00004599844,0.00005113789,0.00005607883,0.00008970327,0.0003271537,0.00005641761,0.002336126,0.003415869],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002405117,"about_ca_system_score_gemma":0.01346789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.025,"about_ca_topic_score_gemma":0.1082693,"domain_scores_codex":[0.996558,0.0006892222,0.0003721784,0.00009891731,0.001545745,0.0007359367],"domain_scores_gemma":[0.9958318,0.0008641676,0.0004956021,0.0003147263,0.0006792874,0.001814444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004114557,0.000007465047,0.3812895,0.000001738649,0.00002786162,0.00003736555,0.0009504833,2.010417e-8,0.000001697842,0.0008332853,0.5559699,0.06087657],"study_design_scores_gemma":[0.000235673,0.000006447892,0.3215398,0.00001982899,0.000002041199,0.00001973314,0.003059736,0.00001866305,5.50572e-7,0.0003497749,0.6747118,0.00003596809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08515923,0.0005658104,0.00001609047,0.7259331,0.01000633,0.0002677678,0.00001014607,0.00001923032,0.1780223],"genre_scores_gemma":[0.7600085,0.003640801,0.0000579007,0.0744672,0.02077741,0.0001286023,0.00000913989,0.00005555267,0.140855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6748492,"threshold_uncertainty_score":0.9999655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460384120674106,"score_gpt":0.5060329629423643,"score_spread":0.4414291217356233,"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."}}