{"id":"W2330863968","doi":"10.1097/acm.0b013e31826768eb","title":"Maturation (and Déjà Vu) Comes to the Research in Medical Education Program at Age 51","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Hard rime; Mainstream; Publication; Medical education; Publishing; Political science; Library science; Psychology; Sociology; Medicine; Law; Computer science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0309785,0.0005815013,0.001319833,0.001389879,0.005837271,0.01628044,0.002324058,0.01884252,0.01180301],"category_scores_gemma":[0.1357901,0.000735983,0.001286004,0.001085998,0.01118004,0.02238819,0.006855125,0.03479344,0.005953284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005553524,"about_ca_system_score_gemma":0.02131292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895325,"about_ca_topic_score_gemma":0.005881261,"domain_scores_codex":[0.9767441,0.008458111,0.002290052,0.002987387,0.006827634,0.002692702],"domain_scores_gemma":[0.8761001,0.04749609,0.006874352,0.004714082,0.02961384,0.03520142],"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":[0.0000267259,0.00002712674,0.0005172282,0.000252553,0.00001314426,0.0003928732,0.001722903,0.00001222478,0.0001480045,0.01604621,0.951961,0.02887995],"study_design_scores_gemma":[0.00001355436,0.00002979538,0.0006479865,0.000708746,0.00001317141,0.0007046688,0.001688366,0.00003013413,0.0001306309,0.007274115,0.98872,0.00003880281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002276996,0.007148269,0.0001923716,0.8310528,0.159453,0.000006000144,0.00001380364,0.00002805264,0.001877944],"genre_scores_gemma":[0.009766178,0.01553229,0.001023964,0.7854923,0.1771262,0.00005120355,0.00003128533,0.0001553318,0.01082119],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0309785,"threshold_uncertainty_score":0.1638319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10855919411507,"score_gpt":0.5217362353443807,"score_spread":0.4131770412293108,"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."}}