{"id":"W6969961559","doi":"10.5683/sp3/lvqkz2","title":"Investigating shoal dynamics: Behavioural flexibility in the grouping of Trinidadian guppies","year":2024,"lang":"en","type":"dataset","venue":"eScholarship@McGill (McGill)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Flexibility (engineering); Shoal; Shoaling and schooling; Code (set theory); Animal behavior","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":[0.0006535028,0.001011767,0.0007580558,0.002307028,0.0008734443,0.001017779,0.001888217,0.001172381,0.0274858],"category_scores_gemma":[0.004640727,0.0004156582,0.0005962259,0.004115294,0.0003313434,0.0005853089,0.002055034,0.000993964,0.01959074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637638,"about_ca_system_score_gemma":0.002046214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.19535,"about_ca_topic_score_gemma":0.360419,"domain_scores_codex":[0.9995002,0.00007487037,0.00004200736,0.0001452589,0.0001326305,0.0001050496],"domain_scores_gemma":[0.9980564,0.0005047814,0.0002456317,0.0003625547,0.0006346025,0.000196006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001172081,0.00003507575,0.01191539,0.0006852495,0.0000487085,0.00006001135,0.0001704755,0.0006372164,0.0001846031,0.0003365473,0.9784881,0.007321474],"study_design_scores_gemma":[0.0001931919,0.00003507842,0.09058683,0.0007095846,0.00005646998,0.0000877869,0.0006609034,0.00141048,0.0004163115,0.001203553,0.9045704,0.00006938994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001917285,0.00008446318,0.00006514099,0.0001043891,0.00001635564,0.00001187043,0.9970418,0.0001330909,0.0006255455],"genre_scores_gemma":[0.002780501,0.00005610113,0.0002669058,0.00003114554,0.000005648559,0.0001184963,0.9956229,0.0000419711,0.001076314],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.19535,"threshold_uncertainty_score":0.3884258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04928583658696374,"score_gpt":0.286590826766794,"score_spread":0.2373049901798303,"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."}}