{"id":"W2786362999","doi":"","title":"Field Calibrations in Practice: Results from Three Years of Weekly Acoustic Surveys of Nearshore Fish Populations in Lake Ontario","year":2012,"lang":"en","type":"article","venue":"AFS 142nd Annual Meeting","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fishery; Fish <Actinopterygii>; Field (mathematics); Geography; Environmental science; Oceanography; Geology; Biology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008705171,0.0000672751,0.0001419617,0.00004651805,0.0000493788,0.00000433047,0.0001027485,0.00006633411,0.0002106426],"category_scores_gemma":[0.001256246,0.00007401087,0.00002140314,0.0002090035,0.0000632114,0.0004464764,0.0001808893,0.0001402027,0.00001195108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004692632,"about_ca_system_score_gemma":0.00001011996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06180868,"about_ca_topic_score_gemma":0.9693944,"domain_scores_codex":[0.9990559,0.0001413599,0.0003357041,0.0001445693,0.0001276934,0.0001947898],"domain_scores_gemma":[0.9990237,0.0006581448,0.0001551558,0.0001283534,0.000009377784,0.00002527488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002235495,0.0001313322,0.9881665,0.000003331281,0.00001056569,0.000002950893,0.005292727,0.002195908,0.00003291764,0.00002693157,0.003630087,0.0004843792],"study_design_scores_gemma":[0.0002686018,0.00004425069,0.9968045,0.00002999649,0.00001948416,1.983232e-7,0.001600398,0.0001269566,0.00002116073,0.0001506225,0.0008645114,0.0000692706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839673,0.000007555615,0.00007546701,0.0009273534,0.0001245555,0.0001423705,0.0000967823,0.000007712253,0.01465087],"genre_scores_gemma":[0.9980093,0.000005697864,0.001508886,0.0001704743,0.00001931438,0.00000809141,0.00003561152,0.000004730489,0.0002379281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9075857,"threshold_uncertainty_score":0.9444388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591376832602537,"score_gpt":0.2664316788694892,"score_spread":0.2405179105434638,"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."}}