{"id":"W4415683930","doi":"10.2174/9798898810849125010007","title":"Industry 5.0 Production Technology for Regulation of Plant Growth in Sustainable Agriculture","year":2025,"lang":"","type":"book-chapter","venue":"BENTHAM SCIENCE PUBLISHERS eBooks","topic":"Hydrogen's biological and therapeutic effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Sustainable agriculture; Agriculture; Agricultural productivity; Food processing; Productivity; Sustainable development; Food security; Abiotic stress","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005505744,0.0006021839,0.0004792783,0.001006238,0.0006920436,0.001338146,0.0006706358,0.001430433,0.02222846],"category_scores_gemma":[0.0003390113,0.0004292942,0.0006896588,0.0009159457,0.0004556001,0.00138445,0.001191113,0.001957624,0.01396144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240807,"about_ca_system_score_gemma":0.001016114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007083842,"about_ca_topic_score_gemma":0.0009929508,"domain_scores_codex":[0.9995404,0.00003839712,0.0000218791,0.00008980437,0.0002468202,0.00006263666],"domain_scores_gemma":[0.9998671,0.00001805334,0.00001983733,0.00001977824,0.00005402459,0.00002126891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001781671,0.0002283451,0.0006355091,0.003724354,0.00003693047,0.0006240148,0.0004140392,0.002204956,0.5108733,0.1349179,0.05837893,0.2877836],"study_design_scores_gemma":[0.00001751353,0.0002850903,0.0007177264,0.0002468361,0.00002029943,0.0003090599,0.00008112444,0.0008513435,0.08695947,0.007758486,0.9027227,0.00003031641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03682395,0.09448792,0.1962943,0.008594196,0.005427772,0.0009818143,0.00428367,0.005677401,0.647429],"genre_scores_gemma":[0.3397475,0.1260002,0.1457087,0.004750222,0.001205178,0.001407097,0.005706613,0.001308845,0.3741657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02222846,"threshold_uncertainty_score":0.07436156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478318264399978,"score_gpt":0.2464569044415582,"score_spread":0.2316737217975584,"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."}}