{"id":"W7073691048","doi":"","title":"Counting sea lice on Atlantic salmon farms : empirical and theoretical observations","year":2011,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sampling (signal processing); Fish <Actinopterygii>; Abundance (ecology); Population; Negative binomial distribution; Distribution (mathematics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000228424,0.0002568589,0.0003165468,0.0001041546,0.000784112,0.00002112173,0.0005676382,0.0002152057,0.0001079019],"category_scores_gemma":[0.00001614983,0.0002739998,0.0001721997,0.0002759508,0.002110867,0.0003802096,0.0001422517,0.0004717378,0.00001075728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267339,"about_ca_system_score_gemma":0.0002216046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003987973,"about_ca_topic_score_gemma":0.0001635219,"domain_scores_codex":[0.9986238,0.00005999427,0.0002451695,0.0003445581,0.0004041778,0.0003222448],"domain_scores_gemma":[0.9990125,0.0001272882,0.0001398879,0.0003684695,0.0001814156,0.0001704196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0008396027,0.0009917193,0.02983675,0.0005727705,0.0008629838,0.0009563312,0.01540197,0.005911914,0.04108476,0.901861,0.0004640823,0.001216129],"study_design_scores_gemma":[0.00398486,0.001484155,0.8585466,0.000996488,0.0009752767,0.0007210528,0.06005649,0.04687356,0.007307847,0.01189297,0.005145485,0.002015275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959277,0.00006982093,0.002260095,0.0001063424,0.0001484652,0.00022464,0.00008517261,0.000114594,0.0377139],"genre_scores_gemma":[0.9979885,0.0001877535,0.001629807,0.00001202213,0.00003258631,1.165394e-7,0.0000152438,0.00001194036,0.0001220276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.889968,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637696170484065,"score_gpt":0.1811678742517919,"score_spread":0.1547909125469513,"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."}}