{"id":"W4400405283","doi":"10.55016/ojs/pplt.v6y2023.77229","title":"Moving Forward in a Good Way: Nurturing the Spirit of Learning in Postsecondary Education","year":2023,"lang":"en","type":"article","venue":"Papers on postsecondary learning and teaching.","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Postsecondary education; Sociology; Pedagogy; Psychology; Engineering ethics; Mathematics education; Higher education; Economic growth; Economics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003286813,0.0001479273,0.0002138345,0.0003766545,0.0007999257,0.00009823011,0.0001878133,0.0001108183,0.0002368166],"category_scores_gemma":[0.001850406,0.0001324155,0.00005847506,0.0003414862,0.0001650056,0.000150674,0.00006607782,0.001431548,0.00002943823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001507057,"about_ca_system_score_gemma":0.0004266165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009255006,"about_ca_topic_score_gemma":0.0006364891,"domain_scores_codex":[0.9977876,0.0008092686,0.0003570793,0.0003164366,0.0003209712,0.0004086645],"domain_scores_gemma":[0.9987282,0.0009227445,0.0001091349,0.0001034762,0.00003343637,0.0001029711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003729248,0.0001799233,0.1979914,0.00009473888,0.00002176566,0.000008584861,0.1635525,0.0002169427,0.0004905291,0.08235406,0.0001421242,0.5549101],"study_design_scores_gemma":[0.0007227542,0.00021192,0.4630168,0.0008357418,0.00001388423,0.000006230052,0.218919,0.0002977015,0.00007524633,0.004341128,0.3110848,0.0004747137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8337642,0.0002376,0.000001831841,0.01046103,0.0002778833,0.0001826878,8.368076e-7,0.0001145636,0.1549594],"genre_scores_gemma":[0.993393,0.000159368,0.0001339623,0.0007022057,0.00007519586,0.00002788129,0.00001650212,0.00002049261,0.005471402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5544354,"threshold_uncertainty_score":0.6219445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019493632697381,"score_gpt":0.301071405542752,"score_spread":0.2908764692157781,"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."}}