{"id":"W2198619987","doi":"","title":"Lobster fishing in Ceylon","year":2021,"lang":"en","type":"article","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ceylon; Fishery; Fishing; Spiny lobster; Reef; Geography; Coral reef; Crustacean; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001723954,0.00009539819,0.00008209138,0.0004879007,0.0007840112,0.000191372,0.0001312216,0.00008723982,0.01444003],"category_scores_gemma":[0.0007204236,0.00009131565,0.00001580001,0.008735009,0.0002748226,0.000598632,0.0001156684,0.0001155659,0.0008963519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111974,"about_ca_system_score_gemma":0.00006828717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000565691,"about_ca_topic_score_gemma":0.001414066,"domain_scores_codex":[0.9990211,0.00007400609,0.0001982002,0.0003709812,0.0001491614,0.0001866073],"domain_scores_gemma":[0.9994053,0.0001348373,0.00006237648,0.0001521452,0.000171827,0.00007346458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002867507,0.0003839574,0.8175542,0.00001104177,0.00001643885,0.00000555837,0.004782113,0.0009642898,0.008369152,0.04980701,0.1175712,0.0005321457],"study_design_scores_gemma":[0.0002930443,0.000008408619,0.8480253,0.00001151206,0.00001402234,0.00006625008,0.002845427,0.000373949,0.0008684263,0.002303999,0.1449551,0.0002346241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777299,0.00007180934,0.00006748585,0.01652267,0.0005348601,0.00009867195,0.00001472586,0.00001996056,0.004939938],"genre_scores_gemma":[0.9660407,0.00005128228,0.0009340158,0.0006879346,0.00003934447,0.000008165936,0.00211272,0.000007645472,0.03011815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04750301,"threshold_uncertainty_score":0.9998816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265825103188976,"score_gpt":0.2393257779132414,"score_spread":0.2266675268813517,"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."}}