{"id":"W2074188745","doi":"10.2960/j.v39.m595","title":"An ecosystem-based research program for capelin (<i>Mallotus villosus</i>) in the northwest Atlantic: overview and results","year":2007,"lang":"en","type":"article","venue":"Journal of Northwest Atlantic Fishery Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland; University of Manitoba","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; University of Manitoba","keywords":"Capelin; Mallotus; Fishery; Oceanography; Biology; Ecology; Fish <Actinopterygii>; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02072214,0.0001861414,0.0002920069,0.0003525067,0.0005783504,0.0004564782,0.001541848,0.00007702659,0.0001099913],"category_scores_gemma":[0.0007940171,0.0001225816,0.0000884836,0.002340681,0.001157498,0.001114889,0.0001794346,0.0005288941,0.000007927312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989914,"about_ca_system_score_gemma":0.0002566596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008054267,"about_ca_topic_score_gemma":0.09179586,"domain_scores_codex":[0.9952704,0.0002525023,0.0009742481,0.0004864581,0.001974713,0.001041642],"domain_scores_gemma":[0.9976945,0.0008445717,0.0002880879,0.0005262401,0.0002543704,0.000392231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003337758,0.0004091604,0.9711794,0.000040263,0.000003947325,0.0002083364,0.0004510534,0.0001028775,0.0006443502,0.00006461118,0.0002242521,0.02633798],"study_design_scores_gemma":[0.001228994,0.001729916,0.960081,0.000054828,0.000009890701,0.0002928628,0.0006179796,0.003656901,0.00007856105,0.0001030391,0.03195674,0.0001892896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935749,0.00003064063,0.0001778669,0.001215458,0.0001316526,0.0008280639,0.000008150153,0.00001400253,0.004019266],"genre_scores_gemma":[0.9966505,0.00008379242,0.002846662,0.000223008,0.0001325915,0.00001661,0.000007599285,0.0000127358,0.00002652142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0837416,"threshold_uncertainty_score":0.9985512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05515408342083844,"score_gpt":0.3453380008870513,"score_spread":0.2901839174662129,"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."}}