{"id":"W4412785224","doi":"10.46747/cfp.710708528","title":"Seeing the invisible in defense of the profession","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003572064,0.0005780961,0.0004994182,0.001031081,0.03057305,0.01296298,0.001192819,0.005736485,0.0755408],"category_scores_gemma":[0.0133877,0.00038899,0.0005105956,0.0007221056,0.01650032,0.01213564,0.01111563,0.01814572,0.02086753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01201968,"about_ca_system_score_gemma":0.03595161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2003863,"about_ca_topic_score_gemma":0.3590708,"domain_scores_codex":[0.9948716,0.001161681,0.00005192502,0.0003432501,0.001714149,0.00185745],"domain_scores_gemma":[0.9857971,0.00103617,0.00042591,0.0004247772,0.003192805,0.009123232],"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":[0.00000820628,0.00001275493,0.0002945006,0.00003869198,0.000002901029,0.0001214829,0.008652912,0.00001056272,0.00009704479,0.03096423,0.9450539,0.01474281],"study_design_scores_gemma":[0.000003602125,0.000009234158,0.0004238028,0.0002073421,0.000002323618,0.0001409182,0.01593204,0.00001276007,0.00003663325,0.006004313,0.977214,0.00001314208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002761396,0.005498975,0.001326764,0.7036765,0.02949991,0.00002795256,0.00008545877,0.0002726601,0.2568505],"genre_scores_gemma":[0.1478185,0.01014937,0.002144888,0.4290438,0.01056377,0.0000913909,0.0001771476,0.0007435578,0.3992675],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2003863,"threshold_uncertainty_score":0.3984398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03532547709270811,"score_gpt":0.364821569574032,"score_spread":0.3294960924813239,"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."}}