{"id":"W6965429812","doi":"10.34943/072a3f26-7ed3-4808-a500-223a34b5c634","title":"Strait of Georgia Central Turbidity Meter Deployed 2020-03-05","year":2020,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbidity; Metre; Current meter; Turbidity current; Calibration; Software deployment; Turbidite","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","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0005098274,0.001364065,0.001817824,0.00003514684,0.0002977493,0.0001240438,0.001921277,0.001222986,0.0004358239],"category_scores_gemma":[0.0001158856,0.001440022,0.001273713,0.001108944,0.000440307,0.0001774866,0.0004107983,0.003083906,0.00001901264],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002584059,"about_ca_system_score_gemma":0.006936045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.556523,"about_ca_topic_score_gemma":0.7707958,"domain_scores_codex":[0.9926326,0.0003894929,0.001350252,0.001467203,0.002024757,0.002135727],"domain_scores_gemma":[0.9953008,0.0003260995,0.001277343,0.001564503,0.0002524261,0.001278776],"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":[0.00007055962,0.00008344997,0.0001174365,0.000388636,0.001555764,0.0002116102,0.0000681325,0.005301454,0.00001346306,0.00000257173,0.9921367,0.00005028279],"study_design_scores_gemma":[0.000918401,0.00007282852,0.0009643319,0.0001527269,0.001048538,0.00002318929,0.0001330359,0.002983168,0.00003069741,0.000008097057,0.9924139,0.001251053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004804737,0.0006962524,0.00003021791,0.0002236545,0.002231044,0.0007660731,0.9954019,0.0001603118,0.00001004601],"genre_scores_gemma":[0.005617642,0.0005084316,0.0003851321,0.002374226,0.002450161,0.000009097327,0.9881796,0.000366637,0.0001090631],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2142729,"threshold_uncertainty_score":0.999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009215599449245044,"score_gpt":0.2062841036822463,"score_spread":0.1970685042330012,"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."}}