{"id":"W4416909798","doi":"10.1111/eff.70034","title":"Some Like It Cold: A General Habitat Association Model for Smallmouth Bass in Stratified Lakes","year":2025,"lang":"en","type":"article","venue":"Ecology Of Freshwater Fish","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Ministry of Natural Resources and Forestry","funders":"Ontario Ministry of Natural Resources and Forestry; Ministry of Natural Resources","keywords":"Habitat; Occupancy; Bass (fish); Hypolimnion; Population; Micropterus; Thermocline; Population model","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001339402,0.0006416157,0.0009724281,0.0007509298,0.001087172,0.00206483,0.001983284,0.001233339,0.003909574],"category_scores_gemma":[0.002398117,0.000811632,0.0009769794,0.0006789284,0.001298788,0.001472217,0.001199358,0.0008323836,0.00040189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119791,"about_ca_system_score_gemma":0.001127222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09028387,"about_ca_topic_score_gemma":0.07334878,"domain_scores_codex":[0.99957,0.0001576642,0.00001795402,0.0001052409,0.0000242851,0.0001248818],"domain_scores_gemma":[0.9990995,0.0003814746,0.0001904714,0.00003876303,0.0001072146,0.0001826971],"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":[0.00014138,0.00006864045,0.03708584,0.00002504678,0.0001025889,0.0002748954,0.0001968105,0.9512987,0.000673336,0.007419302,0.0007804275,0.001933123],"study_design_scores_gemma":[0.0000206594,0.00003155811,0.005816886,0.000005532732,0.00002446143,0.00003050767,0.00008575587,0.9911144,0.00002563062,0.002698817,0.0001305403,0.00001516084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446828,0.0001325752,0.0498413,0.0007682168,0.00002020462,0.00004536109,0.0006367714,0.000167182,0.003705607],"genre_scores_gemma":[0.9938102,0.00005433226,0.00222777,0.0000604712,0.0000144581,0.00005884604,0.0001988891,0.00002961345,0.003545325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09028387,"threshold_uncertainty_score":0.1795167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117133561339392,"score_gpt":0.2263000325110782,"score_spread":0.2151286968976843,"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."}}