{"id":"W6945152484","doi":"10.21966/wsvt-ew96","title":"Hakai Bulk and Size-Fractionated Chlorophyll and Phaeopigment Concentrations Collected by Niskin Bottle, Research","year":2021,"lang":"en","type":"dataset","venue":"Hakai Institute","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation","funders":"","keywords":"Chlorophyll a; Phytoplankton; Chlorophyll; Filter (signal processing); CTD","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000969401,0.00086591,0.001025629,0.000447046,0.001711877,0.000942938,0.0005738466,0.0008616541,0.001321875],"category_scores_gemma":[0.002167476,0.0009400067,0.0001087284,0.002302071,0.00199067,0.0007593558,0.0007190775,0.002206021,0.001125301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000942352,"about_ca_system_score_gemma":0.002134534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005532207,"about_ca_topic_score_gemma":0.007165658,"domain_scores_codex":[0.9936128,0.0006699031,0.0009437968,0.001774234,0.0017904,0.001208862],"domain_scores_gemma":[0.9956438,0.0007357808,0.0004142025,0.001327089,0.001197865,0.0006812885],"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":[0.0002002304,0.0005224877,0.00002127722,0.000237263,0.000423616,0.0004543127,0.00007565736,0.00001076682,0.005079775,0.0001268989,0.9926289,0.0002187766],"study_design_scores_gemma":[0.002851743,0.0001628314,0.000545236,0.0003620482,0.000241459,0.0002221489,0.0001032486,0.00008358849,0.001244055,0.00006892311,0.9932338,0.0008809079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.007037611,0.005025087,0.00001109118,0.0006836547,0.001255757,0.00181595,0.983338,0.0001841137,0.0006487156],"genre_scores_gemma":[0.001676809,0.00736561,0.0003665617,0.0002829233,0.000408523,0.0004898208,0.9861997,0.0001377876,0.003072208],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.005360802,"threshold_uncertainty_score":0.9996524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04056675908581298,"score_gpt":0.3408163959662716,"score_spread":0.3002496368804586,"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."}}