{"id":"W6980778420","doi":"","title":"Corrosion, Equity, Diversity, Environment, and Society: University of Calgary and University of Alberta Video 1","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Energy (signal processing); Service (business); Field (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0008899299,0.0007465727,0.0004353149,0.001730408,0.004590642,0.003651498,0.001052424,0.001907644,0.1480773],"category_scores_gemma":[0.001910315,0.0002818273,0.0003419705,0.002808163,0.001328165,0.001171805,0.001779651,0.002358891,0.00874392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01417844,"about_ca_system_score_gemma":0.02409858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7599086,"about_ca_topic_score_gemma":0.9458101,"domain_scores_codex":[0.9995812,0.00006188453,0.000005675398,0.00002757073,0.0001527377,0.0001708975],"domain_scores_gemma":[0.9974326,0.0002239383,0.00004643298,0.00004387236,0.0007695637,0.001483523],"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":[0.00001987368,0.00004386507,0.001375371,0.00008576259,0.000002743272,0.0001051684,0.001128065,0.00008265929,0.0000596776,0.002323558,0.9750734,0.01969993],"study_design_scores_gemma":[0.00001446189,0.00002321788,0.03454685,0.0007329012,0.00001006757,0.00008399456,0.01153402,0.0001764699,0.00008741668,0.001781119,0.9509903,0.00001920198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02018205,0.03132714,0.0007836525,0.1538224,0.02388477,0.0004059828,0.01341316,0.0005462284,0.7556346],"genre_scores_gemma":[0.1359857,0.03291843,0.001657285,0.009795861,0.007660524,0.0002081996,0.005864614,0.0002866461,0.8056228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7599086,"threshold_uncertainty_score":0.495368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312751557633776,"score_gpt":0.3576345779321912,"score_spread":0.2263594221688136,"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."}}