{"id":"W2553313544","doi":"10.1080/02705060.2016.1258013","title":"Deploying action cameras to observe fish in shallow, ice-covered streams","year":2016,"lang":"en","type":"article","venue":"Journal of Freshwater Ecology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Canada Foundation for Innovation","keywords":"STREAMS; Environmental science; Habitat; Underwater; Fish <Actinopterygii>; Fishery; Juvenile fish; Computer science; Hydrology (agriculture); Ecology; Oceanography; Geology; Biology","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":[0.0005570111,0.0004302564,0.0003146605,0.0003851369,0.000235853,0.0002544624,0.0004319674,0.0002885998,0.001304983],"category_scores_gemma":[0.0008380157,0.0001870979,0.000232265,0.0002789896,0.0002144373,0.0006226802,0.0003686954,0.0002900242,0.0001732925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003711398,"about_ca_system_score_gemma":0.0004169637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379425,"about_ca_topic_score_gemma":0.009049742,"domain_scores_codex":[0.9996834,0.00004945313,0.0000188547,0.0001093487,0.00009258776,0.00004640635],"domain_scores_gemma":[0.9995253,0.000126064,0.0001081322,0.00002268948,0.0001544978,0.00006316551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000761449,0.0004605135,0.07142106,0.0006670778,0.00006258962,0.0002773927,0.0009549978,0.002346449,0.8031711,0.0002624796,0.000687952,0.1189269],"study_design_scores_gemma":[0.0001763478,0.009680269,0.6258072,0.0002459323,0.000362468,0.0008858158,0.002186297,0.02293902,0.3279552,0.0003041319,0.009340509,0.0001169193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770672,0.0003236066,0.01910145,0.00003570571,0.00003803881,0.0004875052,0.0003424371,0.00009556374,0.002508474],"genre_scores_gemma":[0.9194366,0.0007280277,0.07620686,0.0001167863,0.00003421603,0.0005558254,0.0004844517,0.00003451601,0.002402623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003379425,"threshold_uncertainty_score":0.00671953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079304423596727,"score_gpt":0.2469522784372502,"score_spread":0.2261592342012829,"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."}}