{"id":"W2010326465","doi":"10.1651/s-2764.1","title":"Early Life History and a Modeling Framework for Lobster (Homarus Americanus) Populations in the Gulf of Maine","year":2006,"lang":"en","type":"article","venue":"Journal of Crustacean Biology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Homarus; American lobster; Pelagic zone; Abundance (ecology); Fishery; Biology; Bay; Population; Ecology; Predation; Plankton; Oceanography; Crustacean; Demography","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":[0.0003753434,0.00005637163,0.0001596339,0.00006047404,0.0000301365,0.000006494581,0.000163158,0.00006005831,0.0003424723],"category_scores_gemma":[0.0001643271,0.00003721635,0.00004778159,0.00008644293,0.0001987976,0.00007413283,0.00005564215,0.0001779855,8.324806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007988038,"about_ca_system_score_gemma":0.00002089847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008139686,"about_ca_topic_score_gemma":0.00009006474,"domain_scores_codex":[0.9992701,0.00008006567,0.0003153392,0.00007758441,0.0001053424,0.0001515546],"domain_scores_gemma":[0.9995491,0.0001359358,0.0001623797,0.00009581325,0.00002038014,0.00003641177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004267474,0.0001999888,0.9660684,0.00002147166,0.00001879165,0.00001132561,0.001525339,0.002502714,0.001166896,0.009897393,0.007276025,0.01088487],"study_design_scores_gemma":[0.002226793,0.002318506,0.6294999,0.0000295867,0.00005921303,0.00009922572,0.002160143,0.02561741,0.00001830759,0.1278979,0.2096783,0.0003947503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657105,0.0001782879,0.02871117,0.001127945,0.00007467106,0.0001129634,0.000003369584,0.00000140809,0.004079734],"genre_scores_gemma":[0.9915274,0.00003006022,0.007945654,0.0002412713,0.0001028336,0.000002184898,0.000001327881,0.000004805989,0.0001444179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3365686,"threshold_uncertainty_score":0.3749831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05868327780271391,"score_gpt":0.2989182290013313,"score_spread":0.2402349511986174,"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."}}