{"id":"W4321367791","doi":"10.1080/87567555.2023.2181307","title":"Leveraging Kindness in Canadian Post-Secondary Education: A Conceptual Paper","year":2023,"lang":"en","type":"article","venue":"College Teaching","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; University of British Columbia; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Kindness; Psychology; Pedagogy; Multidisciplinary approach; Focus group; Higher education; Intervention (counseling); Sociology; Social psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001653127,0.00009692823,0.0001392395,0.0003000684,0.001378554,0.00007605294,0.0002489274,0.0001144783,0.001135633],"category_scores_gemma":[0.0003904545,0.0001144325,0.00004198664,0.0005825037,0.0001222492,0.0003756133,0.00003692571,0.0003482402,0.0002051044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006322752,"about_ca_system_score_gemma":0.01034723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6124437,"about_ca_topic_score_gemma":0.8138751,"domain_scores_codex":[0.9984729,0.000246918,0.000194336,0.0002103374,0.0002565082,0.0006190112],"domain_scores_gemma":[0.9994151,0.00009736276,0.00003644629,0.00009085271,0.0000539952,0.0003062489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005606285,0.00003299471,0.2702025,0.00001005626,0.00001279764,0.00009332747,0.5421297,0.000001916241,0.00002019918,0.1382706,0.02322062,0.02599963],"study_design_scores_gemma":[0.000169677,0.000005508738,0.1792777,0.0000301315,0.00000288207,7.495083e-7,0.19042,0.00000549074,0.000001041135,0.0007639067,0.6291252,0.0001976447],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6824511,0.00006641449,7.254966e-7,0.005099311,0.001022855,0.0002017665,0.0000124891,0.0000965371,0.3110488],"genre_scores_gemma":[0.974664,0.00001109263,0.00006783492,0.001763747,0.0003652711,0.00003622637,0.00004743893,0.00001382908,0.02303058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6059046,"threshold_uncertainty_score":0.9999215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591163025136912,"score_gpt":0.3085018799698736,"score_spread":0.2825902497185045,"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."}}