{"id":"W4200423040","doi":"10.5194/tc-2021-313-rc1","title":"Comment on tc-2021-313","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aurora Research Institute; Northumbria University","keywords":"Snowpack; Snow; Environmental science; Atmospheric sciences; Soil water; Thermal conductivity; Mean squared error; Climatology; Soil science; Meteorology; Geology; Materials science; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002652443,0.001148861,0.001273582,0.001418971,0.003605581,0.005570427,0.003510596,0.03123292,0.2214731],"category_scores_gemma":[0.01529269,0.0006037545,0.00172981,0.002237187,0.001610798,0.002585588,0.001677025,0.01352707,0.2263123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006677272,"about_ca_system_score_gemma":0.008278822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07862881,"about_ca_topic_score_gemma":0.08413592,"domain_scores_codex":[0.9972977,0.0001704966,0.0001936953,0.0002707257,0.001528695,0.0005387402],"domain_scores_gemma":[0.9921119,0.001285837,0.0002829276,0.0006383877,0.004939266,0.0007417203],"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":[0.00002072472,0.00001016589,0.00003667819,0.00002598684,0.000001254729,0.00003761246,0.000008065054,0.00001195547,0.00005977095,0.0005307377,0.9974571,0.001799921],"study_design_scores_gemma":[0.00002265847,0.00001350709,0.0005233778,0.00008138333,0.000003058091,0.00001543161,0.00003478925,0.00005045304,0.0001020269,0.0005154402,0.9986256,0.00001232364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0007345311,0.001130958,0.0008924183,0.2886416,0.2797544,0.0009481782,0.01856897,0.004255466,0.4050736],"genre_scores_gemma":[0.002471901,0.0005000046,0.0005443931,0.3638933,0.02610503,0.0006817668,0.003934476,0.0008570481,0.6010121],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2214731,"threshold_uncertainty_score":0.7409012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0946175408805117,"score_gpt":0.3014713831148373,"score_spread":0.2068538422343256,"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."}}