{"id":"W4415983892","doi":"10.1079/9781800621923.0008","title":"Conclusions","year":2025,"lang":"en","type":"book-chapter","venue":"CABI eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002769253,0.0007750028,0.000399722,0.001297702,0.001885363,0.007072433,0.001895924,0.002203304,0.5113494],"category_scores_gemma":[0.008865345,0.0002278329,0.0008866937,0.001089869,0.001185879,0.003751951,0.002278772,0.002364649,0.2306152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003679239,"about_ca_system_score_gemma":0.005009764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554313,"about_ca_topic_score_gemma":0.01738718,"domain_scores_codex":[0.9979165,0.0003005482,0.00004998514,0.0003692493,0.001012236,0.000351482],"domain_scores_gemma":[0.9964787,0.0005398797,0.0001102871,0.0003305832,0.001939043,0.0006016215],"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":[0.0001226584,0.00005285289,0.0007080799,0.0003366649,0.00001095328,0.00008215484,0.0003425088,0.0001531617,0.0003326834,0.06411673,0.8355612,0.09818037],"study_design_scores_gemma":[0.00001353775,0.00000957505,0.0008776623,0.0003566043,0.000008444715,0.00004191366,0.0008608054,0.00004341517,0.0002268542,0.01079482,0.9867609,0.000005599669],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001035828,0.001809607,0.001798505,0.02785694,0.005361173,0.0001008813,0.002071391,0.0003040105,0.9596617],"genre_scores_gemma":[0.01453073,0.002254101,0.001561454,0.02303598,0.001336692,0.0001323812,0.002523781,0.000416327,0.9542086],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4886506,"threshold_uncertainty_score":0.6970007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211017546601042,"score_gpt":0.254911300442057,"score_spread":0.2328011249760466,"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."}}