{"id":"W4403098547","doi":"10.70543/10.20522/","title":"10.70543/10.20522/","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001003006,0.0001256443,0.00009537023,0.00001627596,0.00009010304,0.00002031167,0.0002126117,0.00005448093,0.9996195],"category_scores_gemma":[0.00001182377,0.0001167058,0.00003858117,0.0001322039,0.00006779772,0.0001619805,0.00008043386,0.00005911844,0.9975129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000767953,"about_ca_system_score_gemma":0.000002378614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005949675,"about_ca_topic_score_gemma":5.171061e-7,"domain_scores_codex":[0.99911,0.00002592607,0.000109311,0.0002275672,0.0002158312,0.0003113697],"domain_scores_gemma":[0.9994599,0.00001886273,0.00001596219,0.0002832647,7.723615e-7,0.0002212953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005116523,0.00007750881,0.000007246498,8.951944e-7,0.000006236221,0.000008132952,0.00002128239,0.02522461,0.0006628959,6.06409e-7,0.3749987,0.5989407],"study_design_scores_gemma":[0.0001251564,0.00010452,0.003173379,0.000003554016,0.000006256202,0.000004799328,4.026486e-7,0.00009504022,0.0003238675,0.000009602664,0.9959893,0.0001641286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03171368,0.000009900576,6.203686e-7,0.000279791,0.000001745211,0.00006847517,0.000003632407,0.00006553505,0.9678566],"genre_scores_gemma":[0.00910515,9.308221e-7,0.0001459254,0.0002467656,0.00004109051,0.000007552558,0.000009400035,0.00001707624,0.9904261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6209906,"threshold_uncertainty_score":0.4759125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003830065438258929,"score_gpt":0.1499082121882299,"score_spread":0.146078146749971,"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."}}