{"id":"W4306157718","doi":"10.3389/fsurg.2022.1009391","title":"MatricS—A novel tool for monitoring professional role development in surgical disciplines","year":2022,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Medicine; Personality; Medical education; Interpersonal relationship; Professional development; Interpersonal communication; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.003203881,0.0004108607,0.0002735307,0.002867773,0.0004073092,0.0006627394,0.0005065493,0.0003460749,0.002344336],"category_scores_gemma":[0.008106499,0.0001882207,0.0004231494,0.001016662,0.0003073528,0.0006750897,0.001083768,0.0003829399,0.0005491535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005336514,"about_ca_system_score_gemma":0.0009837591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004130668,"about_ca_topic_score_gemma":0.009771871,"domain_scores_codex":[0.9976084,0.0009388797,0.0002500092,0.0001971487,0.0008400235,0.0001655042],"domain_scores_gemma":[0.9946029,0.001518852,0.001535272,0.0002591068,0.001505421,0.000578431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009530111,0.0004954531,0.7522587,0.0002960392,0.000127347,0.0001502278,0.001345343,0.0005905296,0.005909409,0.000482616,0.006136489,0.2312549],"study_design_scores_gemma":[0.000056477,0.001482489,0.9827209,0.00005692918,0.00005788666,0.0004213794,0.0008382137,0.00482742,0.003853232,0.0001981999,0.005433172,0.00005370551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787513,0.0003731308,0.009098249,0.0002253425,0.0000789221,0.0008052822,0.002455695,0.0005132742,0.007698896],"genre_scores_gemma":[0.9623209,0.0003669741,0.03210809,0.00007129065,0.00007962564,0.0008443532,0.001526237,0.00003016081,0.002652388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004130668,"threshold_uncertainty_score":0.01694393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476949598258697,"score_gpt":0.3199785417479518,"score_spread":0.2852090457653648,"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."}}