{"id":"W2916042099","doi":"10.1098/rsos.181482","title":"Speed-mediated properties of schooling","year":2019,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Australian Research Council","keywords":"Elongation; Pairwise comparison; Entropy (arrow of time); Computer science; Biological system; Transfer entropy; Information transfer; Statistical physics; Artificial intelligence; Mathematics; Physics; Biology; Materials science; Statistics; Ultimate tensile strength","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":[0.0003002537,0.0001878402,0.0002472513,0.0006837946,0.0002605191,0.0006863509,0.0002570682,0.0002445061,0.003095487],"category_scores_gemma":[0.003675906,0.0001750797,0.0002325861,0.0002416391,0.0004760653,0.000796709,0.0007021279,0.0002720055,0.0003027228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320422,"about_ca_system_score_gemma":0.0001649388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005405206,"about_ca_topic_score_gemma":0.0003642468,"domain_scores_codex":[0.9998176,0.00003098714,0.00001192672,0.00005044711,0.00004940975,0.00003966521],"domain_scores_gemma":[0.9986826,0.0005093229,0.0003803707,0.0001531968,0.0001367636,0.0001377035],"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":[0.001199706,0.0001836195,0.214732,0.0007100077,0.0004645229,0.0008295205,0.001969002,0.1154309,0.5092976,0.06296763,0.002114443,0.09010116],"study_design_scores_gemma":[0.00006492964,0.0006313132,0.6811289,0.00005770552,0.0001505888,0.0008694485,0.0006508001,0.241401,0.02892051,0.04292857,0.003009855,0.0001863285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855737,0.0001715312,0.009535486,0.00008907159,0.00002580258,0.00001623228,0.0001580494,0.00006327263,0.004366688],"genre_scores_gemma":[0.9990263,0.0000302584,0.0005313084,0.000005787991,0.000007437294,0.000005777716,0.00004821433,0.00001225258,0.0003326989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003095487,"threshold_uncertainty_score":0.01035541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208879793627885,"score_gpt":0.2542915880827708,"score_spread":0.222202790146492,"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."}}