{"id":"W6907327326","doi":"10.18739/a2mp4vp9t","title":"Discrete water samples collected from the Conductivity-Temperature-Depth (CTD) rosette at specific depths, Northern Bering Sea to Chukchi Sea, Sir Wilfrid Laurier 2022","year":2023,"lang":"en","type":"dataset","venue":"UC Santa Barbara","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Sea ice; Arctic ice pack; Spring (device); Arctic; Cryosphere; Antarctic sea ice; Plankton; Drift ice; Arctic sea ice decline","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001457494,0.002835791,0.002621114,0.0008053324,0.002210989,0.001426419,0.003916715,0.001347541,0.004555169],"category_scores_gemma":[0.000530269,0.001999475,0.0008694568,0.002524616,0.0006659536,0.000617192,0.00378963,0.00368553,0.08124002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001997551,"about_ca_system_score_gemma":0.0004687608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01696711,"about_ca_topic_score_gemma":0.3181597,"domain_scores_codex":[0.9864054,0.00177063,0.001671506,0.003968106,0.002771597,0.003412715],"domain_scores_gemma":[0.9906509,0.001531665,0.0006269524,0.005773583,0.0003378411,0.001079079],"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":[0.0009428852,0.000141307,0.005086804,0.00009980881,0.001295014,0.0006352533,0.0008844038,0.0001758086,0.05352212,8.555826e-7,0.9371721,0.00004362707],"study_design_scores_gemma":[0.001587044,0.0001515245,0.02302329,0.0004032214,0.000683743,0.00008634367,0.0003745946,0.00002685434,0.01015397,0.00003526333,0.9605921,0.002882048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.3107189,0.0011966,0.000001727153,0.0006319026,0.002382259,0.002517052,0.6816567,0.0008065226,0.00008840804],"genre_scores_gemma":[0.004257076,0.0006525787,0.00009815761,0.001105588,0.003833234,0.0008196919,0.9847571,0.001534286,0.002942339],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3064618,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529424019128267,"score_gpt":0.2541038428526744,"score_spread":0.2288096026613917,"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."}}