{"id":"W7034095264","doi":"","title":"Strengthening academic integrity in Canada: Implications for British Columbia","year":2019,"lang":"en","type":"other","venue":"Arca (British Columbia Electronic Library Network)","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Academic integrity; Agency (philosophy); Context (archaeology); Vulnerability (computing); Data integrity","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007758876,0.0006575703,0.0008137499,0.003458192,0.02869016,0.02282466,0.004674717,0.01135815,0.05972052],"category_scores_gemma":[0.04410512,0.0006626517,0.0009329919,0.007268006,0.007527034,0.005647923,0.009388687,0.009109896,0.003193735],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2244143,"about_ca_system_score_gemma":0.6956602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966781,"about_ca_topic_score_gemma":0.9987835,"domain_scores_codex":[0.986735,0.001188857,0.0004217517,0.000638621,0.003731841,0.007283933],"domain_scores_gemma":[0.8819666,0.01005258,0.002606399,0.001375063,0.04849615,0.05550328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001328221,0.0001720507,0.01727045,0.0006309842,0.000070228,0.0006777838,0.003941168,0.000889008,0.0001916079,0.04152375,0.8424011,0.092099],"study_design_scores_gemma":[0.0002566886,0.00008878531,0.08643803,0.003423287,0.0002021183,0.0002673292,0.03809988,0.001952353,0.0004440396,0.02182672,0.846685,0.0003157032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02383042,0.007266556,0.0004267453,0.8108409,0.002123252,0.0001545201,0.002493419,0.0002346745,0.1526295],"genre_scores_gemma":[0.4383238,0.02498255,0.005284748,0.2310904,0.001369763,0.0003887347,0.002929397,0.0004896478,0.2951409],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9886419,"threshold_uncertainty_score":0.8995695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005755372184682493,"score_gpt":0.1912365446595783,"score_spread":0.1854811724748958,"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."}}