{"id":"W4386580677","doi":"10.29173/pathfinder95","title":"Co-Created and Student-led Teaching Materials","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Experiential learning; General partnership; Work (physics); Medical education; Undergraduate research; Foodways; Graduate students; Pedagogy; Set (abstract data type); Sociology; Psychology; Medicine; Engineering; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002955554,0.0008664192,0.000533917,0.001919581,0.001641407,0.003110102,0.002565626,0.001034391,0.1699762],"category_scores_gemma":[0.01118488,0.0002660981,0.0005181674,0.001560538,0.000757655,0.002031827,0.004954578,0.00189186,0.04572595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001577199,"about_ca_system_score_gemma":0.003397904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002905462,"about_ca_topic_score_gemma":0.001573157,"domain_scores_codex":[0.9975259,0.001056765,0.000145204,0.00025958,0.0007717571,0.0002408961],"domain_scores_gemma":[0.9909116,0.003742454,0.0003062532,0.001419632,0.001137862,0.002482095],"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":[0.000309854,0.002908907,0.001366284,0.001322289,0.00001053598,0.0009136886,0.009487956,0.001034488,0.006246391,0.01427219,0.2817526,0.6803749],"study_design_scores_gemma":[0.0001346312,0.0005395298,0.002213564,0.0003457786,0.00001161008,0.0005076391,0.003270817,0.0009573018,0.005320804,0.009384391,0.9772594,0.00005448674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1053547,0.0008404092,0.1360325,0.007391233,0.00642412,0.008651023,0.0112752,0.01331569,0.7107152],"genre_scores_gemma":[0.2167685,0.00115871,0.2357275,0.00186623,0.001261822,0.01172536,0.007449232,0.002804851,0.5212379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1699762,"threshold_uncertainty_score":0.5686269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06444741905512615,"score_gpt":0.433091217941,"score_spread":0.3686437988858739,"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."}}