{"id":"W6909159562","doi":"10.34943/5cd78926-bd73-4002-bb41-ba1ff91a92ee","title":"Baynes Sound pH Sensor Deployed 2022-03-16","year":2022,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"Art, Technology, and Culture","field":"Arts and Humanities","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001891222,0.0006108472,0.0006030714,0.00002979492,0.002029829,0.0002150273,0.0008410917,0.0004982509,0.02801097],"category_scores_gemma":[0.00001795154,0.0005594366,0.0004316514,0.00008343383,0.0004866023,0.00009549866,0.0003210762,0.001961459,0.000003254618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006698598,"about_ca_system_score_gemma":0.0004744526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3571169,"about_ca_topic_score_gemma":0.9639806,"domain_scores_codex":[0.9973797,0.00008810154,0.0004270579,0.0006652736,0.0006059447,0.0008339116],"domain_scores_gemma":[0.9984937,0.0001069326,0.0003195572,0.0007984913,0.000104477,0.0001768472],"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":[0.000007481388,0.0000378582,0.000009310064,0.00007280039,0.0004034076,0.00005330655,0.0006705236,0.0001532792,4.845782e-8,0.0004990169,0.9979766,0.0001163483],"study_design_scores_gemma":[0.0002333758,0.00004071143,0.000001879726,0.00001962459,0.0002457748,0.00001376063,0.01311373,0.00008096563,1.996809e-7,0.0002313673,0.9853486,0.0006699632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006758724,0.003588215,0.000005567733,0.0007220207,0.003234178,0.0003179681,0.9910311,0.0002253609,0.0008079947],"genre_scores_gemma":[0.0005141874,0.001598387,0.000008734311,0.006486057,0.003338622,0.00003100218,0.9741916,0.00008880825,0.01374261],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6068637,"threshold_uncertainty_score":0.9996857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134590991314562,"score_gpt":0.1948249304566324,"score_spread":0.1834790205434868,"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."}}