{"id":"W4399162920","doi":"10.1017/9781009426374","title":"The Architecture of the Science of Living Beings","year":2024,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Architecture; Art; Visual arts","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":[],"consensus_categories":[],"category_scores_codex":[0.0029978,0.0002461627,0.0005129236,0.0004780656,0.0007291333,0.0003106364,0.005239543,0.0001503238,0.000003888174],"category_scores_gemma":[0.002401517,0.0001333203,0.0005315774,0.0002842731,0.002221571,0.00008608181,0.003843351,0.000564271,0.000008861349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604332,"about_ca_system_score_gemma":0.00114931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001067612,"about_ca_topic_score_gemma":0.000011195,"domain_scores_codex":[0.9953029,0.0002194096,0.000662892,0.0006756508,0.002836979,0.0003021263],"domain_scores_gemma":[0.9907482,0.005388526,0.0009433727,0.001931216,0.000889093,0.00009965064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001846369,0.000003949433,0.000005837945,0.00004487958,0.00003144493,0.00001166046,0.0004493858,0.00004692953,0.0003492177,0.8282101,0.1677333,0.003094839],"study_design_scores_gemma":[0.00006216018,0.00003064643,0.0001949788,0.001658596,0.00007885284,0.00002206186,0.0005682303,0.0004889699,0.0003842627,0.002124559,0.9941793,0.0002073992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001470323,0.0008281444,0.0006701152,0.0000313439,0.001194363,0.0003690875,0.0001196417,0.00002601362,0.995291],"genre_scores_gemma":[0.09917925,0.000004308038,0.00004554829,0.00001119118,0.00008628129,3.216306e-7,9.893078e-8,0.00001529621,0.9006577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.826446,"threshold_uncertainty_score":0.9736462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05723801523015441,"score_gpt":0.2872503999773175,"score_spread":0.2300123847471631,"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."}}