{"id":"W4233845115","doi":"10.1515/iupac.84.0411","title":"Class Switching","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Glossary; Immunotoxicology; Class (philosophy); Immunology; Medicine; Computer science; Immune system; Artificial intelligence; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001577997,0.001557831,0.001497631,0.003332449,0.001253045,0.004292969,0.002980605,0.002118843,0.1958002],"category_scores_gemma":[0.01390301,0.0006387146,0.002458567,0.004757848,0.0003818817,0.003259601,0.002165362,0.002767725,0.1616307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693819,"about_ca_system_score_gemma":0.003268931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147259,"about_ca_topic_score_gemma":0.02045396,"domain_scores_codex":[0.9973967,0.0003410667,0.0004516527,0.0009203773,0.0005054793,0.0003847105],"domain_scores_gemma":[0.9944119,0.001833492,0.000619724,0.001704948,0.001042702,0.0003871958],"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":[0.0001662308,0.00003090357,0.002444215,0.001030993,0.00004789316,0.00002802677,0.0000191462,0.0002165773,0.00009374326,0.001137207,0.9816456,0.01313942],"study_design_scores_gemma":[0.0001884492,0.00002683083,0.004059302,0.0005758076,0.00003984293,0.0001000716,0.00005849994,0.0003372712,0.000239968,0.002874786,0.9914745,0.00002457083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003326473,0.0002473282,0.0002165897,0.0002547729,0.0001260278,0.00004767437,0.9936573,0.0007081724,0.004409546],"genre_scores_gemma":[0.001534475,0.0003226976,0.0008263547,0.000504164,0.00006486271,0.0002295094,0.9922166,0.0002145484,0.004086857],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1958002,"threshold_uncertainty_score":0.6550171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061973630904735,"score_gpt":0.3423309215562557,"score_spread":0.3317111852472083,"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."}}