{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004175765,0.0001151573,0.0002511685,0.00008069283,0.0001161572,0.000009330537,0.0001923752,0.0001716764,0.0002408506],"category_scores_gemma":[0.00008057297,0.0001154538,0.00005509606,0.00009318452,0.0001206741,0.0001597699,0.000183097,0.0000954937,0.00002157408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000221787,"about_ca_system_score_gemma":0.0000164986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006087602,"about_ca_topic_score_gemma":0.3631032,"domain_scores_codex":[0.9989548,0.00005803722,0.0002905564,0.0002779216,0.00008064809,0.0003380594],"domain_scores_gemma":[0.9995846,0.000146589,0.0001099246,0.0001254674,0.00001354781,0.00001986249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003036197,0.0001107432,0.5325183,0.00002145095,0.00005468998,0.000001610988,0.0002795591,0.004220488,0.0004748898,0.0007234038,0.4615482,0.0000162807],"study_design_scores_gemma":[0.001852157,0.0001609402,0.9141455,0.00001042475,0.00006858374,1.296221e-7,0.0001319285,0.05535743,0.001089083,0.01185605,0.01511718,0.0002106235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777802,0.000006036239,0.0002782485,0.01551277,0.0004384647,0.0006192153,0.00009476111,0.00002662762,0.005243722],"genre_scores_gemma":[0.9253779,0.00002564572,0.002777067,0.01177228,0.000032984,0.0003900691,0.00004336025,0.0000096154,0.05957106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4464311,"threshold_uncertainty_score":0.6485185,"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."}}