{"id":"W7065520060","doi":"","title":"Episode 121: Stickle-back to the future: experimental evolution in nature (with Alison Derry and Andrew Hendry)","year":2024,"lang":"en","type":"article","venue":"The Mathematics Enthusiast","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Sociocultural evolution; Front (military); Stickleback; Peninsula; Childlessness; Evolutionary ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002883588,0.0001729128,0.0001471311,0.00008031634,0.0001210202,0.0001918006,0.0002616338,0.00003598712,0.008055544],"category_scores_gemma":[0.000005327149,0.00008881564,0.00003847731,0.0003285849,0.00007623082,0.0000284781,0.0002015253,0.0003721908,0.0001154509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000021251,"about_ca_system_score_gemma":0.00004318132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001462751,"about_ca_topic_score_gemma":0.0003532145,"domain_scores_codex":[0.9989009,0.00005600151,0.0001968021,0.0002294365,0.0003469395,0.000269847],"domain_scores_gemma":[0.9993832,0.0001477382,0.00003347472,0.0003395762,0.00002582084,0.00007015189],"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":[0.0001993245,0.001310487,0.0007936855,0.000783676,0.0003475675,0.00004671455,0.2446699,0.0001783885,0.01224827,0.5616898,0.07147424,0.106258],"study_design_scores_gemma":[0.006718442,0.001990704,0.02475503,0.003940149,0.0005456302,0.0001953376,0.2662077,0.1828712,0.03307499,0.007870283,0.4685253,0.003305151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7928591,0.006058737,0.01480672,0.02735725,0.0006254033,0.003501335,0.00008175059,0.0000947107,0.154615],"genre_scores_gemma":[0.9967707,0.000007199395,0.0007421799,0.00008849966,0.0002958451,0.0001177269,0.000007600225,0.00002041076,0.001949859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5538195,"threshold_uncertainty_score":0.9928513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008411309060644011,"score_gpt":0.2656739989261838,"score_spread":0.2572626898655397,"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."}}