{"id":"W4323793940","doi":"10.1071/mav43n4","title":"Volume 43 Number 4","year":2023,"lang":"en","type":"article","venue":"Microbiology Australia","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China; Department for International Development","keywords":"Volume (thermodynamics); Computer science; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003108722,0.001271347,0.0009443198,0.002001913,0.002148128,0.008828788,0.001645875,0.002839079,0.4533057],"category_scores_gemma":[0.00719101,0.0005339701,0.001131291,0.001540043,0.001598237,0.002832713,0.003055872,0.002791866,0.2730477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166349,"about_ca_system_score_gemma":0.004566868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002363802,"about_ca_topic_score_gemma":0.004216727,"domain_scores_codex":[0.9970873,0.0004704638,0.0001500185,0.0004184515,0.001611244,0.0002624871],"domain_scores_gemma":[0.9947526,0.0006353996,0.000221678,0.0007305381,0.002168077,0.00149174],"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":[0.00006397814,0.00009924261,0.0007330379,0.0003255787,0.00001708147,0.0001617159,0.00009790136,0.00008771286,0.0007713598,0.00489535,0.8875679,0.1051792],"study_design_scores_gemma":[0.000005816407,0.00002257153,0.000897782,0.0001247593,0.000004350023,0.0001874265,0.00006481253,0.00005190825,0.0001336844,0.0008023209,0.9976994,0.000005140676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002846389,0.02393121,0.001995263,0.03373863,0.1504557,0.0002912524,0.0008688634,0.0008693449,0.7850033],"genre_scores_gemma":[0.00812701,0.009553483,0.001064747,0.009775179,0.02409659,0.00008449472,0.0007576204,0.0004036865,0.9461374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5466943,"threshold_uncertainty_score":0.779793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08085561796557887,"score_gpt":0.254614754169628,"score_spread":0.1737591362040491,"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."}}