{"id":"W2965097632","doi":"10.55016/ojs/pplt.v3y2019.68035","title":"Students as Creators, Drivers, Innovators, and Collaborators","year":2019,"lang":"en","type":"article","venue":"Papers on postsecondary learning and teaching.","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Sociology","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":[0.005896016,0.0005737574,0.0005230951,0.0008652288,0.008908562,0.02373599,0.001190376,0.004098529,0.01621275],"category_scores_gemma":[0.01394832,0.0005627724,0.0004241052,0.0009073396,0.01295313,0.0187573,0.0186337,0.008932466,0.006667564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001918584,"about_ca_system_score_gemma":0.005798383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002611993,"about_ca_topic_score_gemma":0.00471004,"domain_scores_codex":[0.9914187,0.004025947,0.0001847295,0.0007776411,0.001765015,0.001827949],"domain_scores_gemma":[0.9784397,0.001421407,0.001294982,0.001423692,0.002014834,0.01540538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001438971,0.0003461424,0.02658392,0.0002186143,0.00007369543,0.0007567951,0.4020482,0.000284771,0.002948936,0.1625244,0.2458799,0.1581908],"study_design_scores_gemma":[0.00002534888,0.0001496872,0.003877323,0.0002208053,0.00002694813,0.0005765193,0.1679477,0.0002509219,0.0008404137,0.03095502,0.7950465,0.00008285881],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.279162,0.006853275,0.02409231,0.423676,0.01044512,0.0002141682,0.0002726132,0.001934284,0.2533503],"genre_scores_gemma":[0.8056239,0.002160284,0.005014003,0.02515115,0.0008779693,0.0001533288,0.00009839806,0.0004596621,0.1604612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02373599,"threshold_uncertainty_score":0.05423707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007413079899875622,"score_gpt":0.3307798713904543,"score_spread":0.3233667914905787,"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."}}