{"id":"W2968008310","doi":"10.22454/primer.2019.520410","title":"Technology Use to Deliver Faculty Development: A CERA Study","year":2019,"lang":"en","type":"article","venue":"PRiMER","topic":"Athletic Training and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Business","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":[0.01338126,0.0001998362,0.0003407006,0.002291658,0.002742343,0.004153265,0.0008617915,0.0009236156,0.004004985],"category_scores_gemma":[0.04827802,0.0004433237,0.0005068265,0.002230272,0.001418217,0.002820747,0.003200488,0.001433927,0.0008638654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003264547,"about_ca_system_score_gemma":0.00811829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008167459,"about_ca_topic_score_gemma":0.01006703,"domain_scores_codex":[0.9915764,0.003722319,0.0007722532,0.0005736037,0.002350324,0.001005245],"domain_scores_gemma":[0.951768,0.02615184,0.008328452,0.001801333,0.007660027,0.004290326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001356045,0.001484134,0.8722285,0.0003254768,0.00005024402,0.0002204305,0.06714915,0.00008612399,0.0003400989,0.0006869151,0.001595471,0.05569795],"study_design_scores_gemma":[0.00005591028,0.00147528,0.8392578,0.0006003205,0.0000702428,0.0008416826,0.1424514,0.0002934548,0.000592981,0.000278528,0.0140429,0.00003942978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914472,0.000634622,0.0004197861,0.001066601,0.00001871806,0.0001475831,0.0001642502,0.00001092707,0.006090291],"genre_scores_gemma":[0.9975345,0.0005425468,0.0004928717,0.0003096709,0.00002219602,0.000151689,0.00010589,0.00001041963,0.000830198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01338126,"threshold_uncertainty_score":0.0707677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1630754522145842,"score_gpt":0.4665406556249795,"score_spread":0.3034652034103953,"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."}}