{"id":"W7073784619","doi":"","title":"Resident role modeling: “It just happens.”","year":2016,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada; McGill University","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00523709,0.0006974945,0.0004408308,0.0004888349,0.001790466,0.004024414,0.003386505,0.001902173,0.02941552],"category_scores_gemma":[0.01742565,0.0006815013,0.0007532904,0.0006748317,0.00237507,0.01533921,0.004433868,0.003819649,0.008698592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00220796,"about_ca_system_score_gemma":0.005763371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04750207,"about_ca_topic_score_gemma":0.06537214,"domain_scores_codex":[0.997321,0.001427162,0.0001019668,0.0003950596,0.0004466773,0.0003082065],"domain_scores_gemma":[0.9933349,0.001832697,0.0002627677,0.002316308,0.001152586,0.001100793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001640388,0.00007705634,0.003918584,0.0001713226,0.00003296804,0.00009394329,0.003303981,0.004791805,0.0007050055,0.4655541,0.4333273,0.08785991],"study_design_scores_gemma":[0.00004385465,0.00003764221,0.001060484,0.0003964438,0.00005059563,0.0001006902,0.002317644,0.03470032,0.001574804,0.2809441,0.6787046,0.0000687899],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0189266,0.00220143,0.4238075,0.2137886,0.004923192,0.0001895049,0.003897337,0.01721409,0.3150518],"genre_scores_gemma":[0.5497966,0.002697221,0.2597606,0.02562133,0.001307632,0.000428261,0.004634215,0.007070621,0.1486835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04750207,"threshold_uncertainty_score":0.09840471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513329857360262,"score_gpt":0.218328024107132,"score_spread":0.1831947255335294,"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."}}