{"id":"W4322737862","doi":"10.24072/pci.ecology.100417","title":"Adaptive harvesting, “fishing down the food web”, and regime shifts","year":2023,"lang":"en","type":"article","venue":"Peer Community In Ecology","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Fisheries and Oceans Canada","funders":"","keywords":"Fishing; Food web; Fishery; Environmental science; Computer science; Ecology; Biology; Ecosystem","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001777921,0.00009347984,0.0001317396,0.00004541865,0.0005412623,0.00004169656,0.0005591722,0.00008172903,0.00008165988],"category_scores_gemma":[0.0003462645,0.00007046469,0.00002060469,0.0003357545,0.0003298866,0.0001261686,0.001001544,0.0005921811,0.0001773411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009247102,"about_ca_system_score_gemma":0.00001215716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003241626,"about_ca_topic_score_gemma":0.247923,"domain_scores_codex":[0.9986361,0.0006244571,0.0001614258,0.0001370503,0.0001419139,0.0002990123],"domain_scores_gemma":[0.998638,0.0008662352,0.0000663659,0.000371266,0.000008690609,0.0000494489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001422526,0.000124756,0.9724618,0.0000176725,0.00001802888,0.00002379957,0.01264231,0.006109513,0.0003729815,0.001345764,0.003848383,0.003020721],"study_design_scores_gemma":[0.0002082881,0.0001675842,0.9525156,0.00001321759,0.00000412486,0.00001604021,0.003075716,0.03754081,0.000005803798,0.003247076,0.003097992,0.0001077166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768416,0.000013489,0.000007717546,0.004666604,0.0001277063,0.0001728278,0.00001117481,0.00004513231,0.01811378],"genre_scores_gemma":[0.9983749,0.00002279751,0.00009272023,0.0002780581,0.000009988977,0.00002815343,0.000005360403,0.00000783982,0.001180144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2446814,"threshold_uncertainty_score":0.7658004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02519244951838211,"score_gpt":0.2432319324317933,"score_spread":0.2180394829134112,"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."}}