{"id":"W4301807440","doi":"","title":"Habitat heterogeneity and regional approach to model fish presence in large French rivers","year":2012,"lang":"en","type":"preprint","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Habitat; Fish <Actinopterygii>; Environmental science; Spatial heterogeneity; Fish habitat; Fishery; Geography; Ecology; 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":[0.002025004,0.0006557567,0.001147834,0.001141527,0.0008857449,0.00150324,0.002161244,0.00204337,0.001955559],"category_scores_gemma":[0.004702519,0.0009067813,0.001621998,0.001041974,0.001424445,0.001471292,0.001364616,0.001162462,0.0001714129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003002281,"about_ca_system_score_gemma":0.001036127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1517595,"about_ca_topic_score_gemma":0.1183901,"domain_scores_codex":[0.9992717,0.0003773269,0.00002391331,0.0001467095,0.00002857606,0.0001517719],"domain_scores_gemma":[0.9974311,0.001730513,0.0002611825,0.0001145247,0.0001546175,0.0003080219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005708637,0.0000428382,0.01419486,0.00001821348,0.0001084675,0.0001281788,0.00008845708,0.9767172,0.0002632232,0.006540371,0.0003563806,0.001484691],"study_design_scores_gemma":[0.00001867656,0.00001866531,0.003353645,0.000004323182,0.00003300181,0.00002377117,0.00007219162,0.9937405,0.00003346006,0.002552088,0.0001371182,0.00001247173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619402,0.0005465678,0.03391376,0.001077983,0.00002321457,0.00002047354,0.0004029534,0.00009882872,0.00197615],"genre_scores_gemma":[0.9941367,0.0001824132,0.003494653,0.00005776861,0.00002647595,0.00003013835,0.0001470688,0.00003423725,0.001890611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1517595,"threshold_uncertainty_score":0.3017523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149051327733355,"score_gpt":0.2424842645904418,"score_spread":0.2109937513131082,"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."}}