{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0139646,0.0006254647,0.0009475626,0.002535058,0.03856834,0.04074598,0.003962342,0.01179715,0.01575037],"category_scores_gemma":[0.04106558,0.0006454478,0.0008008219,0.006180852,0.01986033,0.01720903,0.01655185,0.01244837,0.001834119],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1787573,"about_ca_system_score_gemma":0.6065351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9796923,"about_ca_topic_score_gemma":0.9863046,"domain_scores_codex":[0.9713094,0.004066224,0.0007011861,0.001741432,0.009216962,0.01296477],"domain_scores_gemma":[0.9169694,0.009329291,0.002219372,0.002700653,0.02365935,0.04512203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002800834,0.0001964359,0.008834571,0.0008727277,0.00007351926,0.001044674,0.03571943,0.0008179924,0.000931984,0.4454817,0.3046845,0.2010624],"study_design_scores_gemma":[0.00006729585,0.00007119446,0.009670265,0.0009802734,0.0000408766,0.0001900455,0.08819218,0.0006108963,0.0005080138,0.05847351,0.8409328,0.0002625787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03777084,0.009406711,0.003853142,0.8357017,0.003137733,0.0001559591,0.0004166598,0.0001965592,0.1093608],"genre_scores_gemma":[0.7137183,0.01206569,0.01203022,0.1283314,0.0005413733,0.0002282874,0.0005891045,0.0004256608,0.13207],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9960377,"threshold_uncertainty_score":0.9525251,"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."}}