{"id":"W6890355045","doi":"10.34943/18a9c316-24c5-446c-bcfa-4756a20f94d5","title":"Baynes Sound pH Sensor Deployed 2022-04-27","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":"Measure (data warehouse); Sound (geography); Software deployment; Seawater; Water quality; Deep water; Digital data","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":[0.001159392,0.001688113,0.001582067,0.00009411552,0.001616258,0.0003220309,0.00227586,0.001057033,0.01725544],"category_scores_gemma":[0.0001181416,0.001918074,0.001140753,0.001736276,0.0004060186,0.0001850375,0.001111266,0.004684288,0.00002994222],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005501042,"about_ca_system_score_gemma":0.004330943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6496322,"about_ca_topic_score_gemma":0.9216338,"domain_scores_codex":[0.9906669,0.0006502417,0.001162764,0.001994665,0.002994403,0.002530999],"domain_scores_gemma":[0.9942844,0.0007327343,0.001103135,0.002703564,0.0002352676,0.0009409181],"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":[0.00004854404,0.00009702477,0.0001449259,0.000176997,0.001240874,0.0004101928,0.00004901651,0.01698176,0.000001133762,0.000003970958,0.9807964,0.00004915735],"study_design_scores_gemma":[0.0008548777,0.00005093579,0.00004451668,0.00004855424,0.0007604178,0.00008988488,0.0008618166,0.002680375,7.630551e-7,0.00002223721,0.9926557,0.001929918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002089311,0.003525571,0.00002084459,0.0002329695,0.006257094,0.0009524429,0.9883988,0.0003682513,0.00003507571],"genre_scores_gemma":[0.0001656857,0.001252827,0.0001010102,0.004689839,0.002786281,0.00005134456,0.9882054,0.0007272587,0.002020356],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2720017,"threshold_uncertainty_score":0.9996835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008948140407736664,"score_gpt":0.2138451449658388,"score_spread":0.2048970045581021,"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."}}