{"id":"W4251009197","doi":"10.1090/car/036/20","title":"The miracle octad generator","year":2020,"lang":"en","type":"book-chapter","venue":"The Carus mathematical monographs","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Miracle; Generator (circuit theory); Philosophy; Physics; Power (physics); Thermodynamics; Theology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001352254,0.0005343876,0.0005519633,0.00002412463,0.0007643131,0.0001793081,0.0006477311,0.0000989103,0.0005990423],"category_scores_gemma":[0.00000402955,0.0002820419,0.000725213,0.00006970783,0.0009999258,0.0000390189,0.0004181998,0.0005937685,0.001293218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001714604,"about_ca_system_score_gemma":0.00002649898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006205711,"about_ca_topic_score_gemma":0.000001272113,"domain_scores_codex":[0.9982412,0.00003782121,0.0004990666,0.0004103004,0.000403811,0.0004077323],"domain_scores_gemma":[0.9984105,0.0004738106,0.0002023953,0.0006621926,0.00006513639,0.0001860075],"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":[0.00001447427,0.00005806325,0.000004748296,0.000020428,0.0005123535,0.000002149213,0.0002426699,2.804624e-7,0.00004221041,0.9903506,0.006167088,0.002584931],"study_design_scores_gemma":[0.0001453182,0.00005702333,9.044725e-7,0.00005049117,0.0001622793,7.543919e-7,0.0002181667,0.0001107975,0.0002086242,0.9286969,0.07001752,0.0003312377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00006360227,0.001126875,0.001189049,0.0009943809,0.0001950824,0.000529455,0.0001161906,0.00007386423,0.9957115],"genre_scores_gemma":[0.8698325,0.00009041266,0.0005262368,0.0007067304,0.002068146,0.0003406124,0.00007442819,0.000244262,0.1261167],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8697689,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320118899806459,"score_gpt":0.2283685722502468,"score_spread":0.2151673832521822,"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."}}