{"id":"W4399430425","doi":"10.1007/978-3-031-62687-6_3","title":"A Logic of Isolation","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Isolation (microbiology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006553012,0.0003855725,0.0004623253,0.0007657909,0.0001043104,0.0003133643,0.002506069,0.000296908,0.00002827841],"category_scores_gemma":[0.0000759219,0.0003115356,0.0001658972,0.0007078786,0.0005153605,0.0003800924,0.001266405,0.000584388,0.000142636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773359,"about_ca_system_score_gemma":0.0004112315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001222556,"about_ca_topic_score_gemma":0.00003865847,"domain_scores_codex":[0.9972262,0.00001819262,0.0004577307,0.00119715,0.0006639746,0.0004367508],"domain_scores_gemma":[0.9980983,0.0003033304,0.0002341952,0.001019287,0.0002386779,0.0001062149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002975551,0.00002574461,0.00003936231,0.0001053026,0.00001295211,0.00006776182,0.001243942,0.004242563,0.0002274909,0.7092065,0.00004465356,0.2847807],"study_design_scores_gemma":[0.00008740581,0.000153511,0.0000479626,0.000311735,0.000007780921,0.00004289983,7.190987e-8,0.3590966,0.0006569447,0.6377555,0.001517694,0.0003218444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002435934,0.001680793,0.9462581,0.000364524,0.00223356,0.0002136297,0.000002506314,0.0001615114,0.049061],"genre_scores_gemma":[0.5302931,0.0001238939,0.4625253,0.0009076431,0.0009665134,0.00001025359,0.000006081174,0.00005320501,0.005114026],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5302687,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892786101398725,"score_gpt":0.2493618175634031,"score_spread":0.2304339565494158,"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."}}