{"id":"W4411870160","doi":"10.11647/obp.0462.56","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009423066,0.0008447784,0.001049521,0.0006227358,0.0003510001,0.006114375,0.004272048,0.0009820098,0.05831819],"category_scores_gemma":[0.0002038562,0.0008719144,0.0003423578,0.0001193335,0.0003008713,0.006177672,0.00547844,0.001154157,0.02081596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105849,"about_ca_system_score_gemma":0.001879266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003701799,"about_ca_topic_score_gemma":0.0001933323,"domain_scores_codex":[0.996334,0.00005751813,0.0007213006,0.001344018,0.0009276118,0.0006155529],"domain_scores_gemma":[0.9964874,0.0001428668,0.0005949521,0.00193246,0.0004845647,0.0003578034],"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":[0.00007091978,0.00001457213,0.000003006281,0.00003028403,0.0001984413,0.00005700868,0.00004007416,0.000001096809,0.00001761701,0.2079223,0.7855737,0.006071004],"study_design_scores_gemma":[0.0009742661,0.00004815612,0.000003862735,0.0006526778,0.0001763591,0.000007950699,0.00002190617,0.000009539613,0.00002045127,0.01309604,0.9841056,0.000883157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.520781e-7,0.00159265,0.000006729375,0.001621657,0.00125188,0.002283185,0.0003802758,0.0003484495,0.9925148],"genre_scores_gemma":[0.00001034271,0.00005310386,0.0003739828,0.004737,0.0002353135,0.00007832466,0.001196588,0.000426526,0.9928888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.198532,"threshold_uncertainty_score":0.9993731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481141899549199,"score_gpt":0.2793136198619959,"score_spread":0.2545022008665039,"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."}}