{"id":"W7080138599","doi":"10.34943/6cc04a60-ac8a-40fd-9ed5-aed38e71e2b7","title":"Horseshoe Bay - Departure Bay Ferry Route Turbidity, Chlorophyll and Fluorescence Deployed 2025-09-02","year":2025,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Turbidity; Chlorophyll a; Estuary; Horseshoe crab; Chlorophyll","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":[0.0004156728,0.0008044121,0.0007646442,0.00003294674,0.0006343641,0.0003789291,0.002547072,0.0009484814,0.00003106601],"category_scores_gemma":[0.0001186256,0.0007827494,0.0002944968,0.0007002248,0.0002074717,0.0002056349,0.001691985,0.001824982,4.353987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003499913,"about_ca_system_score_gemma":0.001932352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06015111,"about_ca_topic_score_gemma":0.2008743,"domain_scores_codex":[0.9960188,0.000132889,0.0005437674,0.001486775,0.0007130777,0.001104737],"domain_scores_gemma":[0.9969466,0.0003149466,0.0003389284,0.00173445,0.000210599,0.000454468],"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":[0.00000443401,0.00002479424,0.000295828,0.0002628839,0.0001376897,0.0001508311,0.00002568247,0.00156872,0.000001017891,0.00003964255,0.9968406,0.0006478901],"study_design_scores_gemma":[0.0002661503,0.00002475987,0.0004830805,0.0002207341,0.0000891755,0.00003618283,0.00002838836,0.02074318,0.00001426583,0.00009612754,0.9772253,0.0007726334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00036577,0.00602146,0.005955072,0.008509204,0.006951734,0.00116222,0.9700493,0.0004572809,0.0005279735],"genre_scores_gemma":[0.008111882,0.003961966,0.003842584,0.007423313,0.001847726,0.00003469737,0.9671638,0.0000246588,0.0075894],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1407232,"threshold_uncertainty_score":0.9994624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006493301723432997,"score_gpt":0.1989332106322505,"score_spread":0.1924399089088175,"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."}}