{"id":"W4413110233","doi":"10.1007/s10459-025-10466-z","title":"Commentaries and conversations","year":2025,"lang":"en","type":"editorial","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Health professions; Scholarly communication; Engineering ethics; Sociology; Medical education; Psychology; Medicine; Health care; Political science; Engineering; Publishing; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05704836,0.004896255,0.006193633,0.006662128,0.01543646,0.0267965,0.009945331,0.1136422,0.03749305],"category_scores_gemma":[0.3088934,0.002809273,0.004883215,0.00540265,0.01070688,0.01396651,0.009246815,0.08630949,0.02775252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01551628,"about_ca_system_score_gemma":0.01986184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009414968,"about_ca_topic_score_gemma":0.01506682,"domain_scores_codex":[0.9347152,0.01666102,0.007107907,0.008444052,0.02679245,0.006279427],"domain_scores_gemma":[0.8156869,0.1111724,0.01366439,0.006074198,0.04113887,0.01226333],"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":[0.00001684375,0.000003811098,0.00001550726,0.00006229158,0.000008892391,0.00008159646,0.0001233473,0.000008172929,0.00001671954,0.000739054,0.9982042,0.0007194942],"study_design_scores_gemma":[0.0000968255,0.00001282224,0.0001581563,0.0009474176,0.00006549474,0.0001225919,0.0004727973,0.0001165983,0.0001148675,0.004010817,0.9938207,0.00006080528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00005942444,0.002090409,0.000108158,0.5140267,0.4798444,0.00003917914,0.000112029,0.00005782896,0.003661835],"genre_scores_gemma":[0.0008862631,0.0009733348,0.0001695943,0.6652657,0.3201648,0.0001883475,0.0000432951,0.0001254069,0.01218323],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1136422,"threshold_uncertainty_score":0.3017042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088285884572341,"score_gpt":0.4278678972999899,"score_spread":0.4169850384542664,"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."}}