{"id":"W4200028873","doi":"10.5194/essd-2021-43-rc1","title":"Comment on essd-2021-43","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Environment and Climate Change Canada; European Environment Agency; National Science Foundation","keywords":"Scope (computer science); Sample (material); Sampling (signal processing); Data sharing; Computer science; Data science; Data collection; Data quality; Database; Geography; Data mining; Metric (unit); Statistics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005507759,0.0008301756,0.001179542,0.0009886562,0.002588317,0.005374092,0.003371518,0.04277547,0.07869097],"category_scores_gemma":[0.02115654,0.0005047245,0.002307414,0.00128374,0.002099353,0.003508048,0.002867532,0.02097506,0.06182187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003854162,"about_ca_system_score_gemma":0.008238268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02846622,"about_ca_topic_score_gemma":0.03061852,"domain_scores_codex":[0.9961857,0.0003267255,0.0004162005,0.0004078594,0.001800172,0.0008632963],"domain_scores_gemma":[0.9931847,0.002044475,0.0002992195,0.0004517955,0.002905808,0.001113955],"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":[0.0000284158,0.00001320217,0.0001508655,0.00005414995,0.000002924782,0.0001308385,0.00002065291,0.00002243217,0.0000759704,0.001984265,0.9945455,0.002970948],"study_design_scores_gemma":[0.0000183865,0.00001088003,0.0006347263,0.0001197479,0.000003908142,0.00003731692,0.0000499987,0.00003809385,0.00009575533,0.001174907,0.9978008,0.00001557458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008609997,0.002478357,0.0008423291,0.6745828,0.2039127,0.0002964452,0.01096955,0.001206596,0.1048503],"genre_scores_gemma":[0.002528361,0.0007114831,0.0004666788,0.8847643,0.01623576,0.000269661,0.001701442,0.0001971044,0.09312535],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07869097,"threshold_uncertainty_score":0.2632475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138352052350733,"score_gpt":0.2443630270010604,"score_spread":0.2305278217659871,"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."}}