{"id":"W2256103426","doi":"10.1080/03081079.2015.1032525","title":"Anticipatory dynamics of biological systems: from molecular quantum states to evolution","year":2015,"lang":"en","type":"article","venue":"International Journal of General Systems","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Quantum; Anticipation (artificial intelligence); Computer science; Statistical physics; Coherence (philosophical gambling strategy); Flexibility (engineering); Quantum computer; Physics; Artificial intelligence; Mathematics; Quantum mechanics","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":[0.0003627273,0.0001114197,0.0002868152,0.000144818,0.00001774195,0.00005792811,0.0003233531,0.00004340681,0.00002042561],"category_scores_gemma":[0.00002006427,0.00008831431,0.0001211956,0.00007390493,0.000028873,0.0001258529,0.00004911971,0.00009477198,0.00001570076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520979,"about_ca_system_score_gemma":0.0001376703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394904,"about_ca_topic_score_gemma":0.000003538107,"domain_scores_codex":[0.9984304,0.0001162344,0.0006749494,0.0001117787,0.0005329957,0.0001335826],"domain_scores_gemma":[0.9982172,0.00002603123,0.0005215741,0.00009806475,0.0009542673,0.0001828657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002944033,0.0003876036,0.3762815,0.00001522798,0.001118127,0.00004956644,0.0004164728,0.2399389,0.0118732,0.3561883,0.01302288,0.0004138454],"study_design_scores_gemma":[0.007291153,0.002394447,0.03768988,0.00154577,0.0002464539,0.000157067,0.01709631,0.827783,0.003611257,0.02771702,0.07297777,0.001489797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761783,0.0004693259,0.1183696,0.0002357546,0.003982274,0.00007970803,0.0003518293,0.000005970593,0.0003272904],"genre_scores_gemma":[0.9979109,0.000003419745,0.00030951,0.00001758461,0.001599388,0.000003663427,0.00006011401,0.000009343948,0.00008603058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5878442,"threshold_uncertainty_score":0.5132102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013526651713327,"score_gpt":0.2986712959797108,"score_spread":0.2685360294625775,"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."}}