{"id":"W4321445409","doi":"10.22454/fammed.2023.734267","title":"Perceived Access and Appropriateness: Comparison of Teaching and Resident Family Physicians’ Patients","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Medicine; Family medicine; MEDLINE; Cross-sectional study","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063652,0.0001973824,0.0007748921,0.0002451136,0.0006693137,0.00000632896,0.0002159108,0.0001535901,0.00002312194],"category_scores_gemma":[0.0004429127,0.0001493756,0.00002920846,0.0002649039,0.0001671712,0.0001859709,0.0003383369,0.0007389259,0.00002432308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050775,"about_ca_system_score_gemma":0.000186784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003497079,"about_ca_topic_score_gemma":0.0001253635,"domain_scores_codex":[0.9973757,0.0005371657,0.0008076372,0.0003450082,0.0004609079,0.0004736049],"domain_scores_gemma":[0.9980329,0.0009983979,0.0003437888,0.0002901537,0.0001740801,0.0001607338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001030064,0.0000454021,0.8066544,0.001270012,0.0000308187,0.000003351284,0.02068421,0.000001475539,0.002169939,0.0002346417,0.14486,0.02394273],"study_design_scores_gemma":[0.002153988,0.000235449,0.9662724,0.0006929317,0.00005167845,1.042624e-7,0.01883969,0.0001286264,0.000004494091,0.0004239099,0.01106823,0.0001285715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820417,0.0008840279,0.0000395957,0.004429189,0.001027819,0.0007288157,0.00002395972,0.0001281994,0.01069675],"genre_scores_gemma":[0.9865471,0.000966771,0.00008919147,0.01098679,0.0003674818,0.00005619027,0.0001111894,0.00003111213,0.0008442446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.159618,"threshold_uncertainty_score":0.6091361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1590931601787814,"score_gpt":0.4897462660204939,"score_spread":0.3306531058417126,"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."}}