{"id":"W1990000369","doi":"10.1007/s10539-004-0836-4","title":"Critical Notice: Cycles of Contingency – Developmental Systems and Evolution","year":2005,"lang":"en","type":"article","venue":"Biology & Philosophy","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Philosophy of biology; Contingency; Notice; Heredity; Inheritance (genetic algorithm); Perspective (graphical); Epistemology; Computer science; Cognitive science; Management science; Psychology; Biology; Philosophy; Philosophy of science; Artificial intelligence; Political science; Genetics","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":[0.000116221,0.0001094495,0.0001378456,0.00004109454,0.00006086594,0.000005449927,0.00008966478,0.0001920007,0.000007086327],"category_scores_gemma":[0.0001145172,0.0001054882,0.00003848413,0.00003453179,0.0002903111,0.000003407373,0.00008027072,0.00005249922,0.00001027083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001613222,"about_ca_system_score_gemma":0.00004545571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060191,"about_ca_topic_score_gemma":0.000008751103,"domain_scores_codex":[0.9992527,0.0000582245,0.0002309073,0.0002433841,0.00004981343,0.0001650125],"domain_scores_gemma":[0.9996638,0.00001800582,0.00005713335,0.0001185612,0.0000908024,0.00005166039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001049037,0.0001856808,0.07889301,0.00008663577,0.000106078,9.771055e-7,0.00006473339,0.00009283975,0.7522423,0.1650641,0.0008668951,0.00229182],"study_design_scores_gemma":[0.00914424,0.004855189,0.6237054,0.0003608078,0.0004585497,0.0008606156,0.0008716466,0.02011411,0.081484,0.05523926,0.1989496,0.003956492],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808804,0.006700754,0.005217202,0.0008060831,0.0002546575,0.0001499927,0.00004852076,0.00001694925,0.005925412],"genre_scores_gemma":[0.9964968,0.0001328587,0.002680772,0.0001436051,0.0003922439,0.000008669296,0.00006138285,0.000009196804,0.00007444594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6707584,"threshold_uncertainty_score":0.4301684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153425482993323,"score_gpt":0.2722192762951514,"score_spread":0.2606850214652181,"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."}}