{"id":"W4400482633","doi":"10.55016/ojs/cpai.v1i2.53354","title":"Illuminating scholarship to students:  Librarian-faculty course collaborations","year":2018,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Scholarship; Medical education; Pedagogy; Mathematics education; Sociology; Psychology; Library science; Engineering; Political science; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001402531,0.0001522111,0.000140756,0.0003884373,0.001825215,0.0005634719,0.001272948,0.0002882828,0.001323242],"category_scores_gemma":[0.004120368,0.0001496482,0.0000493743,0.001739258,0.0006432383,0.008424271,0.00007444769,0.001193214,0.001404763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009926233,"about_ca_system_score_gemma":0.003490084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02411052,"about_ca_topic_score_gemma":0.03385481,"domain_scores_codex":[0.9978394,0.0002153148,0.0002843296,0.0003626394,0.0006709088,0.0006274165],"domain_scores_gemma":[0.9976879,0.00009951379,0.00009792914,0.000317949,0.0006587606,0.001137939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001142535,0.00002903873,0.01775517,0.000001609187,0.00001313329,0.000003121311,0.2521725,0.000001792144,0.00001722785,0.657226,0.07122421,0.001544713],"study_design_scores_gemma":[0.0001899021,0.0001426965,0.07265259,0.00007871469,0.000006588476,0.000001465816,0.3318663,0.00003730737,0.0001549591,0.003023057,0.5915282,0.0003182176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6909866,0.00005615675,0.00004186674,0.0961587,0.0007557703,0.000644306,0.0002667427,0.000150624,0.2109392],"genre_scores_gemma":[0.9704612,0.00002444414,0.0008769168,0.02188708,0.001044783,0.00002542372,0.00001965283,0.00001051368,0.005649971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.654203,"threshold_uncertainty_score":0.9995897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06249607932482609,"score_gpt":0.4034919966513173,"score_spread":0.3409959173264912,"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."}}