{"id":"W7012967267","doi":"","title":"","year":2023,"lang":"en","type":"other","venue":"","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agrarian society; Livelihood; Work (physics); Agriculture; Sustainability","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0003915559,0.000636688,0.0004763031,0.001231459,0.001586935,0.006882291,0.0007810181,0.001090249,0.4758876],"category_scores_gemma":[0.001597455,0.0003548529,0.0004026378,0.002233053,0.0008189783,0.00390329,0.001925056,0.001724551,0.3867289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409605,"about_ca_system_score_gemma":0.001584927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003570392,"about_ca_topic_score_gemma":0.01231957,"domain_scores_codex":[0.9995551,0.00004043777,0.00001583318,0.00005891567,0.0002913853,0.00003839976],"domain_scores_gemma":[0.9992907,0.000151462,0.00002104157,0.0001120598,0.0002842715,0.0001404142],"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":[0.00001092665,0.00002713299,0.0001007683,0.00008988721,0.000001413956,0.00004059667,0.0001423735,0.00009317706,0.0003311795,0.01767836,0.8626499,0.1188343],"study_design_scores_gemma":[4.382896e-7,0.000001500683,0.00006597861,0.00002527882,2.567428e-7,0.00001997563,0.00003747049,0.00001786802,0.0000283885,0.0006205146,0.999181,0.000001280661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001640119,0.0005591174,0.0008540203,0.0008153503,0.001261914,0.00002221201,0.0004198993,0.0003424877,0.995561],"genre_scores_gemma":[0.0005923949,0.0004682943,0.0003905949,0.0002921225,0.0001320187,0.00001430592,0.0003443337,0.0002475138,0.9975185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4758876,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124660490521858,"score_gpt":0.2707245560185633,"score_spread":0.2594779511133447,"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."}}