{"id":"W4411617395","doi":"10.51847/oxbxngs","title":"10.51847/oxbxNgS","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sewage; Environmental science; Sewage treatment; Waste management; Pulp and paper industry; Environmental engineering; Engineering","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":[0.0001588154,0.00005149905,0.00005744032,0.00002105342,0.0001740362,0.00002633924,0.0001373267,0.00003271222,0.9951655],"category_scores_gemma":[0.000009816815,0.00005010075,0.00002514995,0.0001010998,0.00005674202,0.00006937709,0.00001408117,0.00002740933,0.9883671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005507388,"about_ca_system_score_gemma":0.0000267809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013291,"about_ca_topic_score_gemma":0.0000010646,"domain_scores_codex":[0.9993684,0.00002740709,0.00006783212,0.0001097018,0.0002409893,0.0001856654],"domain_scores_gemma":[0.999779,0.00001921763,0.000008961395,0.00007156245,0.000005778684,0.0001154526],"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":[0.00001209486,0.00001680828,0.000002817411,4.361413e-7,0.000004572368,0.000001920502,0.0003521695,0.00002121541,0.000006537367,0.00003313136,0.09620194,0.9033464],"study_design_scores_gemma":[0.00004738052,0.0000138743,0.0008423065,0.000003281146,0.000002147657,2.049499e-7,0.000006845353,0.000003381958,0.000002182904,0.00001945153,0.9989782,0.00008071835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003073401,0.00001530544,2.488262e-7,0.002645361,0.000002525975,0.00008780604,6.986425e-7,0.00004586879,0.9941288],"genre_scores_gemma":[0.000682092,0.000003977565,0.0001127119,0.0001360216,0.0001033845,0.000009106812,0.00000319569,0.000005376003,0.9989442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9032657,"threshold_uncertainty_score":0.2043049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00924979316713054,"score_gpt":0.1960725954357198,"score_spread":0.1868228022685892,"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."}}