{"id":"W4226275076","doi":"10.22541/au.164941928.80898806/v1","title":"ABCDE: A basic community dynamics experiment","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sorting; Dynamics (music); Work (physics); Ecology; Detailed balance; Statistical physics; Selection (genetic algorithm); Environmental science; Physics; Computer science; Biology","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":[0.001310688,0.000409274,0.0006871796,0.0002946322,0.0007134142,0.0005019394,0.0007853669,0.001178413,0.004634621],"category_scores_gemma":[0.003861008,0.000224703,0.0002617028,0.0003943307,0.0006361678,0.0006850982,0.0008607321,0.001036726,0.0005684868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002998361,"about_ca_system_score_gemma":0.0004112881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431234,"about_ca_topic_score_gemma":0.001465372,"domain_scores_codex":[0.9992699,0.0002546056,0.0000405028,0.0002159213,0.0001483352,0.0000707717],"domain_scores_gemma":[0.9954222,0.002252436,0.0003195964,0.001061602,0.0004543827,0.0004898522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0256114,0.0280177,0.05573519,0.002431699,0.0006761529,0.001198664,0.002493108,0.03677697,0.6393168,0.06108816,0.02421378,0.1224404],"study_design_scores_gemma":[0.01866835,0.07467375,0.1882457,0.0002547904,0.0007010858,0.001975908,0.001214559,0.3209791,0.1859775,0.1065413,0.1001966,0.0005712112],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819862,0.00006893621,0.009333909,0.0002191143,0.00008008959,0.0004965464,0.002170522,0.0002475381,0.00539729],"genre_scores_gemma":[0.9568036,0.00009887094,0.03385348,0.0004669302,0.00004803536,0.00181517,0.002346061,0.0001285515,0.004439364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004634621,"threshold_uncertainty_score":0.01550436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191794883642095,"score_gpt":0.2773188378435967,"score_spread":0.2554008890071758,"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."}}