{"id":"W2596944659","doi":"10.14288/1.0224100","title":"Open for Collaboration : is it time for Canada to implement a unified open strategy for higher education?","year":2016,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Public relations; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003327506,0.00004528996,0.00018859,0.00003224375,0.0003633612,0.0006386664,0.001835551,0.00003517363,0.0001515229],"category_scores_gemma":[0.00002588865,0.000112563,0.00004291816,0.0002434918,0.00002146522,0.0005963551,0.0007195588,0.00001770234,0.000009804831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002799202,"about_ca_system_score_gemma":0.001535514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.59615,"about_ca_topic_score_gemma":0.9621471,"domain_scores_codex":[0.9990167,0.00002930059,0.000128962,0.0004626685,0.000124641,0.0002377242],"domain_scores_gemma":[0.9986467,0.0001024406,0.0001253819,0.000347244,0.0006545648,0.0001237186],"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":[0.000018422,0.00006526697,0.00005685242,0.00003849653,0.00003288243,6.740612e-7,0.0001273886,0.000005335829,0.00004524727,0.0011145,0.6443583,0.3541366],"study_design_scores_gemma":[0.003794722,0.0006770928,0.08383961,0.000206058,0.0000481464,0.000001346495,0.002133225,0.001058519,0.0000130849,0.004057804,0.9037763,0.0003940515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1508112,0.0001165428,0.6087027,0.1594646,0.002634231,0.03134209,0.00508694,0.0001861244,0.04165554],"genre_scores_gemma":[0.7591729,0.000004355205,0.0272573,0.001082801,0.0000560745,0.0001085837,0.00005442255,0.00001509237,0.2122485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6083617,"threshold_uncertainty_score":0.6158676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659728939961563,"score_gpt":0.2599896174501616,"score_spread":0.2333923280505459,"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."}}