{"id":"W4411657614","doi":"10.51847/lgtdh8k","title":"10.51847/lgTdh8k","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Geography; Diversity (politics); Forestry; Socioeconomics; Environmental protection; Political science; Economics","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":[0.00003874338,0.00004955369,0.00008328424,0.00002047065,0.00003974292,0.000002599526,0.00004646871,0.00004857663,0.9926731],"category_scores_gemma":[0.00001441007,0.0000415843,0.0000264287,0.00009517038,0.00002440818,0.00001117252,0.00000794916,0.00006109433,0.9916018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008998907,"about_ca_system_score_gemma":0.00001435825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003764145,"about_ca_topic_score_gemma":2.395708e-8,"domain_scores_codex":[0.9996712,0.000007416129,0.00006852399,0.0001088795,0.00003944257,0.0001045951],"domain_scores_gemma":[0.9996947,0.00002205714,0.000006551306,0.0001734631,0.00001655058,0.00008665428],"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":[0.0001150392,0.00006891367,0.000004010228,0.000003040141,0.00001477682,0.000003974898,0.000006720508,0.000002544589,0.002525137,0.00001168533,0.09473845,0.9025057],"study_design_scores_gemma":[0.000171946,0.0001258064,0.0007202213,0.000007048959,0.0000133774,0.00001662984,2.805631e-7,0.0000164748,0.0002399927,0.000003530966,0.9986376,0.00004708421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007954463,0.00004809395,3.348236e-7,0.002343167,7.246371e-7,0.0001457279,0.00000724955,0.00007577019,0.9894245],"genre_scores_gemma":[0.00324133,5.616698e-7,0.0001499712,0.0004495472,0.00009535496,0.00002509996,0.00003113538,0.000006226905,0.9960008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9038992,"threshold_uncertainty_score":0.1695758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007030221407695466,"score_gpt":0.2110552709881868,"score_spread":0.2040250495804913,"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."}}