{"id":"W7133092342","doi":"","title":"Degree-completion opportunities for ontario college students: a framework for understanding and facilitating college university collaboration: a college perspective","year":2003,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Perspective (graphical); Higher education; Process (computing); Liberal arts education; Qualitative research; Community college","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002234405,0.0007431108,0.001131934,0.0006376617,0.008143641,0.0003848164,0.0005923763,0.0007364815,0.0004863412],"category_scores_gemma":[0.003080578,0.0009316665,0.0002907359,0.001787437,0.001021984,0.0006055839,0.000103301,0.0006177693,0.000005283972],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01262048,"about_ca_system_score_gemma":0.008463846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01674434,"about_ca_topic_score_gemma":0.371388,"domain_scores_codex":[0.9944062,0.0009525131,0.0006581777,0.001302485,0.001560882,0.001119772],"domain_scores_gemma":[0.9884393,0.005695641,0.0008345726,0.0003388867,0.004167261,0.0005243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008790466,0.0002295154,0.0005678792,0.0003581813,0.0005344722,0.00001008777,0.4000835,0.000005720816,0.000008245617,0.5845514,0.01275804,0.00001394747],"study_design_scores_gemma":[0.002176146,0.0006790561,0.0008247686,0.0004882442,0.000375728,0.000001339153,0.8859979,0.00005503353,0.000007512206,0.02947059,0.07914548,0.0007782108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7300597,0.003028685,0.06222042,0.04395854,0.007705684,0.04554177,0.01998505,0.0003759189,0.08712423],"genre_scores_gemma":[0.3439319,0.001204786,0.03063535,0.0002547691,0.0004680127,0.001288335,0.0006187692,0.0001410002,0.621457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5550808,"threshold_uncertainty_score":0.9993134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2043850325489623,"score_gpt":0.4535443790729635,"score_spread":0.2491593465240012,"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."}}