{"id":"W2054976852","doi":"10.1111/are.12380","title":"The effectiveness of several commercial antifouling treatments at reducing biofouling on finfish aquaculture cages in British Columbia","year":2014,"lang":"en","type":"article","venue":"Aquaculture Research","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofouling; Aquaculture; Biology; Fouling; Biomass (ecology); Pulp and paper industry; Fishery; Ecology; Fish <Actinopterygii>; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360914,0.0001340382,0.000244368,0.00002495473,0.000402159,0.00008918372,0.0002551475,0.0002588989,0.00004479661],"category_scores_gemma":[0.0001956446,0.0001334018,0.00007155549,0.0002166238,0.0002046344,0.00005451593,0.0001280715,0.0006302409,0.00001855891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789438,"about_ca_system_score_gemma":0.000009073864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508972,"about_ca_topic_score_gemma":0.02081962,"domain_scores_codex":[0.998322,0.0004225655,0.000218775,0.0002791064,0.000287168,0.000470377],"domain_scores_gemma":[0.9988983,0.0007344405,0.00002647204,0.0002396424,0.00002984384,0.00007134815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003833357,0.0003056458,0.6637058,0.0009201861,0.0003030865,0.00006692533,0.0007378463,0.01169922,0.2810148,0.00004019583,0.006035382,0.0347876],"study_design_scores_gemma":[0.001333505,0.0001806584,0.947325,0.0005670509,0.00001486379,0.00003110093,0.000221308,0.002180629,0.04082957,0.0001576729,0.006843842,0.000314807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993286,0.0002691519,0.000004701556,0.00003269823,0.00009453548,0.000251265,0.00002189253,0.00003895269,0.006000775],"genre_scores_gemma":[0.9981494,0.0003320011,0.00004224461,0.000007672187,0.00009182347,0.00004177526,0.00008432174,0.00002287114,0.001227899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2836192,"threshold_uncertainty_score":0.9970478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502229546550798,"score_gpt":0.2696801892250727,"score_spread":0.2546578937595647,"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."}}