{"id":"W1875677444","doi":"10.47678/cjhe.v28i3.183324","title":"Review of From best intentions to best practices: The first-year experience in Canadian postsecondary education","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Postsecondary education; Best practice; Higher education; Psychology; Pedagogy; Medical education; Political science; Sociology; Law; Medicine","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":[0.03132215,0.0009525974,0.002859465,0.01058939,0.003612543,0.01116904,0.004917949,0.002920632,0.004670792],"category_scores_gemma":[0.1186677,0.001018604,0.001559695,0.0242376,0.004473221,0.004112032,0.0039042,0.004302214,0.0004231833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06529416,"about_ca_system_score_gemma":0.276043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8192034,"about_ca_topic_score_gemma":0.9189534,"domain_scores_codex":[0.9795242,0.005108309,0.004208668,0.001088845,0.008603735,0.001466251],"domain_scores_gemma":[0.8714537,0.06355564,0.009249579,0.002011233,0.04793689,0.005793076],"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":[0.0002579911,0.00009372753,0.005512094,0.1805402,0.0009081707,0.0003366636,0.02229616,0.0003251951,0.000165508,0.007681217,0.1090224,0.6728607],"study_design_scores_gemma":[0.00008176595,0.00007820978,0.02932871,0.4191092,0.001587586,0.0003817609,0.01530748,0.00007620231,0.0002533623,0.001912215,0.5317011,0.0001823649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00150824,0.9833701,0.0001448963,0.01100737,0.0009123104,0.00005403933,0.0002640823,0.000009026969,0.002729988],"genre_scores_gemma":[0.02747198,0.9650572,0.001068929,0.004866373,0.0002930459,0.0001234064,0.0003924152,0.00002211325,0.0007046076],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1807966,"threshold_uncertainty_score":0.4737445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09160103026408455,"score_gpt":0.4653920122443679,"score_spread":0.3737909819802833,"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."}}