{"id":"W2562625640","doi":"","title":"From Genes to Communities: Effects of Habitat Change over Space and Time on Fish Diversity","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Fish <Actinopterygii>; Diversity (politics); Habitat; Ecology; Space (punctuation); Geography; Biology; Fishery; Computer science; Sociology; Anthropology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001795011,0.0003235969,0.0003108837,0.001054773,0.0008158933,0.001669898,0.0006160135,0.000872708,0.003528198],"category_scores_gemma":[0.01284317,0.0002335477,0.0007571176,0.001232137,0.002573331,0.001967785,0.001674123,0.001159537,0.0002496023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288714,"about_ca_system_score_gemma":0.0005424884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02872002,"about_ca_topic_score_gemma":0.03940564,"domain_scores_codex":[0.9982717,0.0008797739,0.00004897326,0.0003843486,0.0001974273,0.0002176519],"domain_scores_gemma":[0.9906392,0.005440957,0.001621093,0.0004679231,0.0005584663,0.001272334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001950768,0.000103793,0.962317,0.00006358106,0.0004831029,0.0002866182,0.00191139,0.004760656,0.001512274,0.002076211,0.0006751318,0.02561516],"study_design_scores_gemma":[0.000006901721,0.0001184341,0.9913845,0.00001953563,0.00008050172,0.00008973185,0.001249323,0.003646106,0.0001227898,0.002737188,0.0005277901,0.00001715073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9962714,0.0005777008,0.0005533291,0.0008233198,0.00001242982,0.000005040137,0.000156237,0.000009829992,0.00159058],"genre_scores_gemma":[0.9992693,0.0001899396,0.0002148316,0.00008626175,0.000007669048,0.000004852549,0.0000506176,0.000004829641,0.0001717255],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02872002,"threshold_uncertainty_score":0.05710572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355446730682454,"score_gpt":0.2214213456121287,"score_spread":0.2078668783053042,"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."}}