{"id":"W4233936819","doi":"10.47886/9781934874462.ch29","title":"Muskellunge Management: Fifty Years of Cooperation Among Anglers, Scientists, and Fisheries Biologists","year":2017,"lang":"en","type":"book-chapter","venue":"American Fisheries Society eBooks","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Round goby; Neogobius; Fishery; Population; Biology; Predation; Population decline; Zoology; Geography; Fish <Actinopterygii>; Ecology; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007775505,0.0004065843,0.0003068477,0.001109639,0.002173716,0.001930025,0.0006355089,0.001374302,0.002266763],"category_scores_gemma":[0.003143632,0.000258456,0.0002305085,0.001025248,0.001418252,0.001233663,0.003538606,0.0009847,0.0004419951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667983,"about_ca_system_score_gemma":0.003385726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150459,"about_ca_topic_score_gemma":0.03911829,"domain_scores_codex":[0.9978735,0.0007283785,0.0002300909,0.0003474175,0.0004732432,0.0003473932],"domain_scores_gemma":[0.9935008,0.0007434,0.0009199422,0.0004145741,0.001674392,0.002746799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001873916,0.0002127405,0.2526537,0.0004858209,0.0001621247,0.0004470178,0.01054255,0.0004616169,0.004239209,0.0005357792,0.08305904,0.6470129],"study_design_scores_gemma":[0.00003754899,0.0005456352,0.6772777,0.0007361819,0.00006588634,0.0005262903,0.02727607,0.0005075762,0.0005284948,0.0003605785,0.2920659,0.00007207094],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7154942,0.1137126,0.003361626,0.1297759,0.006218813,0.0004600187,0.0006312476,0.0005277894,0.02981792],"genre_scores_gemma":[0.890807,0.04522675,0.008249828,0.02902882,0.002579129,0.0002911596,0.0009544133,0.00008413456,0.02277879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150459,"threshold_uncertainty_score":0.04112124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252575031396733,"score_gpt":0.2049394170879791,"score_spread":0.1924136667740117,"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."}}