{"id":"W4381168020","doi":"10.1021/acssuschemeng.3c03261","title":"Evolution Amid Transition","year":2023,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transition (genetics); Chemistry; Materials science; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003523512,0.0004513353,0.0006022511,0.0007195371,0.005221914,0.006353014,0.0007933143,0.003539413,0.008225529],"category_scores_gemma":[0.006605323,0.0002396846,0.0005983547,0.0005024025,0.02139598,0.01210284,0.006801435,0.006350327,0.00124961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004912123,"about_ca_system_score_gemma":0.003259288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572255,"about_ca_topic_score_gemma":0.002351528,"domain_scores_codex":[0.9969836,0.001287314,0.00008217183,0.0005942077,0.0004455324,0.0006071317],"domain_scores_gemma":[0.9980332,0.0007967659,0.0001571867,0.0003119298,0.0002600107,0.0004409996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000285593,0.00001204741,0.0003517022,0.00004772312,0.00001259074,0.0002018158,0.0026593,0.0004762149,0.0002806955,0.9699838,0.01288103,0.01306454],"study_design_scores_gemma":[0.000009314165,0.00003324039,0.0006226142,0.0001110594,0.000006661093,0.0001781642,0.002225712,0.0007330202,0.0001348018,0.7642509,0.2316741,0.00002035245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07333756,0.0345554,0.04311161,0.3102916,0.0126957,0.0001083325,0.0002447762,0.0005305311,0.5251244],"genre_scores_gemma":[0.8997318,0.009322263,0.005401045,0.02722135,0.002465908,0.0001125423,0.000104964,0.0001779983,0.05546204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008225529,"threshold_uncertainty_score":0.03564012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005044605381095114,"score_gpt":0.2230445509595323,"score_spread":0.2179999455784372,"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."}}