{"id":"W2809455098","doi":"10.1093/icesjms/fsy076","title":"Spatio-temporal patterns and reproductive costs of abnormal clutches of female American lobster, Homarus americanus, in eastern Canada","year":2018,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Homarus; American lobster; Biology; Brood; Hatching; Population; Clutch; Fishery; Zoology; Reproduction; Ecology; Crustacean; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001711874,0.0001184631,0.0001182681,0.0009607843,0.0005379844,0.0004678212,0.0003527825,0.0001677333,0.001084324],"category_scores_gemma":[0.0007576838,0.0001433651,0.0001304354,0.0008907516,0.0003566871,0.0001718368,0.0002899568,0.0001650873,0.00007637067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002579422,"about_ca_system_score_gemma":0.001244377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8085204,"about_ca_topic_score_gemma":0.9462081,"domain_scores_codex":[0.9998596,0.00001059223,0.000007736307,0.00003919376,0.00003836958,0.00004451709],"domain_scores_gemma":[0.9991002,0.00008750898,0.0003775382,0.00003352885,0.0002460331,0.0001551589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002491468,0.000007468504,0.9972996,0.000008915193,0.00002012416,0.00004535823,0.0002015642,0.0001063234,0.0007308596,0.00001345886,0.00009872074,0.001442809],"study_design_scores_gemma":[1.999734e-7,0.000002273417,0.9997444,0.000001293874,0.000001704314,0.00001314757,0.0001371766,0.00004381029,0.00001682293,0.000001757558,0.00003688581,6.559264e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992133,0.00008374303,0.00002728689,0.00001128031,6.652152e-7,0.000002360663,0.0004516844,0.000002169791,0.0002073716],"genre_scores_gemma":[0.9993424,0.00006733997,0.00006012771,0.00000605523,8.844018e-7,0.000002578189,0.0003101402,0.000001077848,0.0002094163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1914796,"threshold_uncertainty_score":0.3852144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009426473544939,"score_gpt":0.2406201759445415,"score_spread":0.2305259112090921,"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."}}