{"id":"W6890277978","doi":"10.34943/ae9f355e-7055-4e27-b2d6-374855f7e911","title":"Douglas Channel Camera Lights Deployed 2022-07-13","year":2022,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visibility; Channel (broadcasting); Software deployment; Principal (computer security); Quality (philosophy); Digital camera","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001059651,0.001868222,0.001739514,0.0001179556,0.001998532,0.0002893357,0.003003733,0.001200564,0.01177129],"category_scores_gemma":[0.00006623333,0.002061386,0.001179833,0.001863355,0.0003422565,0.0002284308,0.001361263,0.005551013,0.00004884005],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006337517,"about_ca_system_score_gemma":0.006228074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8677889,"about_ca_topic_score_gemma":0.9529284,"domain_scores_codex":[0.9900351,0.0005952476,0.001254955,0.002161718,0.003164213,0.002788768],"domain_scores_gemma":[0.993942,0.000472487,0.001223478,0.002958857,0.0002516636,0.001151475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005199403,0.000122272,0.00001357344,0.0001657757,0.00126737,0.0004749128,0.0001109576,0.02081046,3.632029e-7,0.000004129634,0.9769489,0.00002927175],"study_design_scores_gemma":[0.001002185,0.00007559069,0.00002776467,0.0001048986,0.0006656635,0.00006844485,0.0004845877,0.004449405,0.000001080431,0.00001611277,0.9910001,0.002104165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001005547,0.006010913,0.00001142773,0.0003801422,0.009988214,0.001138903,0.9819449,0.0003893318,0.00003567474],"genre_scores_gemma":[0.0002035339,0.002980991,0.00002840838,0.005820859,0.004934774,0.0001295345,0.9833703,0.0007396578,0.001791947],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08513957,"threshold_uncertainty_score":0.9994062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007383067950764814,"score_gpt":0.2027193555434625,"score_spread":0.1953362875926977,"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."}}