{"id":"W2566097881","doi":"","title":"Deliberate Orientation and Transition Practices as Part of a Broader Student Success Strategy: A Comparative Study of Three Large Urban Ontario Colleges","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Orientation (vector space); Future orientation; Political science; Mathematics education; Pedagogy; Sociology; Psychology; Social psychology; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00366827,0.0003959685,0.0006588098,0.002321179,0.02589096,0.005738906,0.002174138,0.001135339,0.002911944],"category_scores_gemma":[0.007704049,0.0006440394,0.0004423892,0.005662821,0.010009,0.001875933,0.006254904,0.001822177,0.0002600738],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07325954,"about_ca_system_score_gemma":0.08494871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9273478,"about_ca_topic_score_gemma":0.9858667,"domain_scores_codex":[0.9951707,0.001264186,0.0001556147,0.000410771,0.0009381275,0.002060636],"domain_scores_gemma":[0.9882773,0.002685023,0.001671767,0.0005071469,0.00231057,0.004548286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007969113,0.0001940493,0.05864918,0.00009258,0.00001026443,0.001316026,0.9266835,0.00005748072,0.0006106791,0.0009514533,0.0007176787,0.01063749],"study_design_scores_gemma":[0.000004577842,0.00008128259,0.06066829,0.00005347802,0.000007057432,0.00009506696,0.9332268,0.00005127714,0.0001040382,0.00006219619,0.005625112,0.00002072879],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968309,0.0001292427,0.0001025106,0.0003669302,0.000007644508,0.00008177777,0.00003171202,0.000003548658,0.002445805],"genre_scores_gemma":[0.9969729,0.0003036389,0.0002065616,0.000191164,0.000005137369,0.00006022888,0.0000366628,0.000008719762,0.002214995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9267405,"threshold_uncertainty_score":0.5315377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06948185140482203,"score_gpt":0.4247080872328056,"score_spread":0.3552262358279836,"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."}}