{"id":"W3210835189","doi":"10.25416/ntr.16895230.v1","title":"Working together: Exploring collaborative opportunities to ‘SoTL’","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Presentation (obstetrics); Medical education; Psychology; Sociology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003839636,0.0001220043,0.0001855227,0.0002009217,0.0003102211,0.0009197362,0.000497263,0.00004782989,0.1896555],"category_scores_gemma":[0.006526299,0.0001031713,0.0000637487,0.00163642,0.000008126638,0.0006159985,0.0005701987,0.0001322171,0.00737421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007628638,"about_ca_system_score_gemma":0.0006509903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.198125e-7,"about_ca_topic_score_gemma":0.0002470588,"domain_scores_codex":[0.9975024,0.000247338,0.0003242405,0.0004222887,0.001183084,0.0003205809],"domain_scores_gemma":[0.9963516,0.0006794301,0.00008301186,0.0004815533,0.00215949,0.0002449323],"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":[0.0000404657,0.00002186082,0.00008962589,0.000005372423,0.0000117726,0.0002592094,0.003294251,0.0001134699,0.0004241902,0.0004421395,0.9595411,0.0357565],"study_design_scores_gemma":[0.0001060274,0.00008717097,0.0005139241,0.0004083992,0.000001315851,0.000006533672,0.0317008,0.0001501012,0.01070296,0.0007629685,0.955395,0.0001648357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1012295,0.002848512,0.0002420721,0.04210145,0.002879137,0.001984212,0.2270549,0.0005391284,0.621121],"genre_scores_gemma":[0.9037229,0.00001272525,0.0009646618,0.001684206,0.001023207,0.001409694,0.01543851,0.0000474505,0.07569662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8024935,"threshold_uncertainty_score":0.9933987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6472648341970326,"score_gpt":0.4572331693405907,"score_spread":0.190031664856442,"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."}}