{"id":"W1483522803","doi":"10.1002/jez.b.22461","title":"Conceptualizing Evolutionary Novelty: Moving Beyond Definitional Debates","year":2012,"lang":"en","type":"review","venue":"Journal of Experimental Zoology Part B Molecular and Developmental Evolution","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Novelty; Diversity (politics); Trait; Categorization; Epistemology; Structuring; Cognitive science; Interpretation (philosophy); Psychology; Sociology; Computer science; Social psychology; Political science; Philosophy","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":[0.0003282476,0.0004072576,0.0009182948,0.0003656736,0.0006478893,0.0000697338,0.0002495208,0.0001683062,0.0007536816],"category_scores_gemma":[0.00003066774,0.0003582278,0.0003604949,0.0000715053,0.001168627,0.0006772249,0.0001588967,0.0004036663,0.00008751894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006937076,"about_ca_system_score_gemma":0.0004648069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001518019,"about_ca_topic_score_gemma":0.00000560031,"domain_scores_codex":[0.9978041,0.0001624993,0.0009602234,0.0003008146,0.0003923818,0.0003799959],"domain_scores_gemma":[0.9987315,0.00009760238,0.0007524446,0.00008919088,0.0001196166,0.0002096379],"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":[0.0001621902,0.001390818,0.00008046702,0.001922886,0.001345588,0.0003530839,0.01712119,0.000004161206,0.001301572,0.9098336,0.005861479,0.06062299],"study_design_scores_gemma":[0.0004075094,0.0002228061,0.00001090543,0.001401242,0.0003603568,0.002270174,0.002336324,0.00000235564,0.00007064931,0.002859016,0.9895096,0.000548995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006870176,0.9842185,0.00007668701,0.0000229197,0.001725224,0.0001741811,0.00004441576,0.00001822934,0.0130328],"genre_scores_gemma":[0.1579784,0.8350859,0.003250528,0.000528222,0.002153461,0.00008173002,0.0002493479,0.0000974498,0.0005749907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9836482,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07558833134847298,"score_gpt":0.2827930547063741,"score_spread":0.2072047233579011,"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."}}