{"id":"W6908994479","doi":"10.34943/350827f0-a451-437b-9b20-cfcd8bd06608","title":"Burrard Inlet pH Sensor Deployed 2022-10-04","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":"Inlet; Fjord; Measure (data warehouse); Water quality; Seawater; Software deployment","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":[0.001245399,0.001739983,0.001681464,0.0001051397,0.001440145,0.0002541747,0.002516704,0.001162645,0.03398052],"category_scores_gemma":[0.0001331318,0.00200817,0.001151029,0.002024513,0.0003652892,0.0001774527,0.001296835,0.0051537,0.00004510238],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006472208,"about_ca_system_score_gemma":0.005535112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5669473,"about_ca_topic_score_gemma":0.8357227,"domain_scores_codex":[0.9901663,0.0007343763,0.001241745,0.002049998,0.003205638,0.002601963],"domain_scores_gemma":[0.9939845,0.0005511099,0.001162978,0.002986834,0.000260698,0.001053852],"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":[0.00007291551,0.00008228907,0.00004501293,0.0001631043,0.001189558,0.0005188768,0.00004659028,0.01503727,0.000001317659,0.000002216598,0.9827286,0.0001122456],"study_design_scores_gemma":[0.001032452,0.0000690925,0.00003077295,0.00006381402,0.000680181,0.00007432061,0.0005752549,0.002789913,0.000001380414,0.000005121699,0.9926981,0.00197961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001194961,0.002724562,0.00001403408,0.0003086678,0.00373245,0.001009921,0.9916375,0.0004064174,0.00004691048],"genre_scores_gemma":[0.00007578139,0.001093926,0.0001075642,0.00568621,0.002580665,0.00007792902,0.9865848,0.0007407849,0.003052319],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2687754,"threshold_uncertainty_score":0.9998599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008388419422166907,"score_gpt":0.2107393336446295,"score_spread":0.2023509142224626,"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."}}