{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001315737,0.0005042917,0.0005750666,0.0003380296,0.0002083417,0.0000413351,0.0004525644,0.0006094814,0.001799258],"category_scores_gemma":[0.00004642615,0.0005230657,0.0003289871,0.00001001052,0.0003130717,0.00001544275,0.0005946975,0.0007114512,0.01671715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003068792,"about_ca_system_score_gemma":0.0005417746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001234816,"about_ca_topic_score_gemma":0.00003852556,"domain_scores_codex":[0.998373,0.00001831077,0.0003718215,0.0005512574,0.0003537779,0.0003318338],"domain_scores_gemma":[0.9983141,0.0001209289,0.0001944047,0.001020667,0.0001779645,0.0001719814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001501285,0.000003424564,0.000001063125,0.0000452466,0.0001322479,0.0001222646,0.0001094938,2.890629e-7,0.0005082905,0.8433589,0.1080026,0.04770108],"study_design_scores_gemma":[0.0002751869,0.00002309265,0.000002053227,0.0004539966,0.0002012928,0.00001295667,0.000004956732,0.000004078955,0.0001524484,0.04119914,0.9572134,0.0004573792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000419412,0.000405858,0.00001921345,0.00004076231,0.0006315968,0.0005560901,0.0008680728,0.0005303396,0.9969439],"genre_scores_gemma":[0.0001866351,0.000005409259,0.0001318064,0.0005350172,0.000326796,0.00003082443,0.0001330061,0.0002624182,0.9983881],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8492108,"threshold_uncertainty_score":0.9997221,"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."}}