{"id":"W3111820092","doi":"10.18260/1-2--35095","title":"Program: Study Design","year":2020,"lang":"en","type":"article","venue":"2020 ASEE Virtual Annual Conference Content Access Proceedings","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Coursework; Engineering education; Career development; Vocational education; Medical education; Work (physics); Identity (music); Psychological intervention; Psychology; Engineering; Engineering management; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02123616,0.001491931,0.002520464,0.0023691,0.003004007,0.0027097,0.002703321,0.003824969,0.1305783],"category_scores_gemma":[0.01808672,0.001674132,0.001088644,0.002447209,0.001419198,0.002017571,0.002957145,0.003184522,0.02882627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004095273,"about_ca_system_score_gemma":0.01302894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00464853,"about_ca_topic_score_gemma":0.005703741,"domain_scores_codex":[0.9868703,0.007099126,0.001162782,0.002157734,0.001645292,0.001064807],"domain_scores_gemma":[0.9922429,0.002929861,0.0007102999,0.0008854248,0.002099049,0.001132495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1029304,0.04338985,0.03799002,0.03780327,0.0007434709,0.00306289,0.01667762,0.002946778,0.007265719,0.03554015,0.1230819,0.588568],"study_design_scores_gemma":[0.07844938,0.09000497,0.09520964,0.01568167,0.0009945456,0.001777336,0.02763883,0.005986954,0.003879846,0.0380572,0.6418589,0.0004606697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.0416341,0.002238701,0.02383578,0.001646338,0.001096369,0.9002569,0.01254667,0.0003023279,0.0164428],"genre_scores_gemma":[0.02581903,0.0005465933,0.01408071,0.00234886,0.0001259088,0.9491125,0.0009043767,0.00004159819,0.007020311],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1305783,"threshold_uncertainty_score":0.436828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2346350637427889,"score_gpt":0.3477952975964727,"score_spread":0.1131602338536838,"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."}}