{"id":"W3213969636","doi":"10.24926/jcotr.v19i1.2787","title":"FRACTAL","year":2019,"lang":"en","type":"article","venue":"Journal of College Orientation Transition and Retention","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coaching; Academic advising; Psychology; Exhibition; Mathematics education; Medical education; Pedagogy; Higher education; Political science; Visual arts; Medicine; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006387588,0.0006032047,0.0004822809,0.001448753,0.001168585,0.003100407,0.001331527,0.0009979355,0.1940771],"category_scores_gemma":[0.002438516,0.0003877756,0.000590198,0.001014481,0.0006055537,0.002589472,0.002513502,0.001236075,0.07391084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044766,"about_ca_system_score_gemma":0.001170096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223473,"about_ca_topic_score_gemma":0.005011361,"domain_scores_codex":[0.9992124,0.00005135259,0.00003295335,0.000148717,0.0004768773,0.00007765547],"domain_scores_gemma":[0.9990612,0.0001223091,0.0000379509,0.0003008467,0.00032196,0.0001557768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001988111,0.00006957774,0.0009789672,0.0002381053,0.00002501879,0.0001908095,0.0002567603,0.003113739,0.008968514,0.1430241,0.4869805,0.3559552],"study_design_scores_gemma":[0.00002059074,0.00003236844,0.000461058,0.00004283212,0.000006787724,0.0001930445,0.00005667731,0.005768573,0.003258942,0.01518376,0.9749492,0.00002611044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01138318,0.002143577,0.1771088,0.003504195,0.002626661,0.0003116021,0.007266606,0.03843573,0.7572195],"genre_scores_gemma":[0.1097676,0.002358062,0.1230635,0.001436191,0.0005396355,0.0003218348,0.01238253,0.00845012,0.7416807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1940771,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005852758494141093,"score_gpt":0.2365759414161264,"score_spread":0.2307231829219853,"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."}}