{"id":"W2024395005","doi":"10.1007/s00338-004-0377-y","title":"Has random sampling been neglected in coral reef faunal surveys?","year":2004,"lang":"en","type":"article","venue":"Coral Reefs","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Coral reef; Coral; Reef; Oceanography; Sampling (signal processing); Fishery; Cnidaria; Geography; Ecology; Geology; Environmental science; Biology; Computer science","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":[0.001569249,0.0002443347,0.0004692161,0.0002285547,0.0001702522,0.0001200802,0.0002818975,0.0001898619,0.00007385925],"category_scores_gemma":[0.003089562,0.0002356823,0.0001140598,0.0005357402,0.0001140455,0.0001784352,0.00007313021,0.0003652873,0.00006764211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890445,"about_ca_system_score_gemma":0.0001359601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000979238,"about_ca_topic_score_gemma":0.0006475254,"domain_scores_codex":[0.9979628,0.0003417017,0.0005925952,0.0003459702,0.0003228979,0.0004340229],"domain_scores_gemma":[0.9982218,0.0008903799,0.0001809786,0.0004197273,0.0001719358,0.0001152274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005533494,0.005563734,0.4948469,0.001699109,0.0005963754,0.0006420636,0.01378079,0.006603271,0.03788955,0.1202044,0.02991395,0.2827264],"study_design_scores_gemma":[0.01062756,0.000471819,0.2650332,0.001017661,0.00006258931,0.00006141362,0.0001652828,0.002617066,0.008713504,0.7088031,0.001193981,0.001232857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5853269,0.00008283232,0.4126037,0.0002481927,0.0002020595,0.0003673942,0.00002228989,0.000572147,0.0005744965],"genre_scores_gemma":[0.9311887,0.0000134731,0.06829223,0.00007353226,0.00009026637,0.00003736588,0.00007828718,0.00004635198,0.0001797951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5885987,"threshold_uncertainty_score":0.9610845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2515569302831572,"score_gpt":0.3873813148324256,"score_spread":0.1358243845492684,"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."}}