{"id":"W3093510944","doi":"10.3389/fmars.2020.589549","title":"Comparing the Effectiveness of Traditional and Alternative Baits in Prince Edward Island, Canada Lobster Fishery","year":2020,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Fisheries and Oceans Canada","keywords":"Homarus; American lobster; Fishery; Fishing; Pelagic zone; Bycatch; Economic shortage; Geography; Biology; Crustacean","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":[0.0007996922,0.00008346039,0.0001587502,0.00004005089,0.00006691297,0.00002943663,0.0005117335,0.0000153405,0.0002062632],"category_scores_gemma":[0.000222302,0.00006430139,0.00001199295,0.0006748062,0.0008081783,0.0002756164,0.0006417474,0.0001919303,8.728156e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408752,"about_ca_system_score_gemma":0.0001139048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07538436,"about_ca_topic_score_gemma":0.09747613,"domain_scores_codex":[0.9986454,0.0001216729,0.0001557968,0.0003081539,0.0005189109,0.0002500468],"domain_scores_gemma":[0.999596,0.0001526718,0.00003767636,0.0001175378,0.00001028747,0.00008584664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007427215,0.00001713233,0.99374,0.0000218024,0.000001951156,0.00001178439,0.000191376,0.000662606,0.0001721377,0.00005743273,0.0004616776,0.004587844],"study_design_scores_gemma":[0.0003155986,0.00003901699,0.985891,0.000009260626,9.109103e-7,0.000001835685,0.0001287682,0.01122773,0.0004437132,0.000696869,0.001165999,0.00007925626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377339,0.000003547085,0.0005083992,0.0004070805,0.0001595098,0.000229835,0.000004401566,0.000002682808,0.06095058],"genre_scores_gemma":[0.9985399,0.000009160519,0.001197796,0.0001476781,0.00001454303,0.00001354001,0.000001942907,0.000003480885,0.00007199094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06087859,"threshold_uncertainty_score":0.9307727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516059424751592,"score_gpt":0.2148557672634938,"score_spread":0.1996951730159779,"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."}}