{"id":"W6887661932","doi":"10.17605/osf.io/jrbxq","title":"EFWE & pre-service educators","year":2020,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Athletic Training and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Work (physics); Higher education; Agency (philosophy)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001607403,0.0003709765,0.0003760918,0.004727371,0.00276466,0.00137216,0.00124597,0.0007788801,0.01648923],"category_scores_gemma":[0.00649159,0.0008431696,0.0002788577,0.005981399,0.001023065,0.001362276,0.002746315,0.001760177,0.005681991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007059753,"about_ca_system_score_gemma":0.02176001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7179632,"about_ca_topic_score_gemma":0.8255074,"domain_scores_codex":[0.9980429,0.0002428874,0.0002286517,0.0002227186,0.0003984701,0.0008643615],"domain_scores_gemma":[0.987437,0.001088627,0.001773562,0.000429815,0.004573235,0.004697758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001148438,0.0004337754,0.9514797,0.0002345414,0.00001828491,0.0002809658,0.02052303,0.00006296163,0.0007884873,0.0001728967,0.01267054,0.01321993],"study_design_scores_gemma":[0.000009028227,0.00007215225,0.9750906,0.00006100889,0.000003384749,0.00004224395,0.01898958,0.00002398816,0.0000759047,0.0000200385,0.00560281,0.000009366275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9656224,0.0001998983,0.0002050429,0.0008625725,0.00001898078,0.0007461188,0.02297079,0.00003808251,0.009336043],"genre_scores_gemma":[0.9208567,0.001087428,0.001270613,0.002633885,0.00003694481,0.003832084,0.01240178,0.00004301676,0.05783752],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9835108,"threshold_uncertainty_score":0.5673956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07660590003832483,"score_gpt":0.3908305771496895,"score_spread":0.3142246771113646,"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."}}