{"id":"W4396594080","doi":"10.1007/978-3-031-51434-0_11","title":"Closing Remarks","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in chemistry","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Mount Saint Vincent University; Dalhousie University","funders":"","keywords":"Closing (real estate); Geography; Political science; Law","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"],"consensus_categories":[],"category_scores_codex":[0.000248005,0.0003913125,0.0003434249,0.000098606,0.00003667118,0.0002176914,0.000895799,0.0005332244,0.0001667073],"category_scores_gemma":[0.0001628456,0.0003989324,0.0001907759,0.0001239486,0.00006616671,0.0000971341,0.00056462,0.001220524,0.00007873555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754211,"about_ca_system_score_gemma":0.0002311341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003746457,"about_ca_topic_score_gemma":0.000004211581,"domain_scores_codex":[0.9981156,0.0000135931,0.0003486841,0.0008488907,0.0004134189,0.0002598124],"domain_scores_gemma":[0.9982691,0.0007671133,0.0001137081,0.0007281287,0.00005317045,0.00006874085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003763028,0.0000752039,0.00002357156,0.003471886,0.000365584,0.002346135,0.001165677,0.1163255,0.01211275,0.3393626,0.002082893,0.5226306],"study_design_scores_gemma":[0.00008996725,0.000006268263,0.000003342569,0.0008362979,0.00001843521,0.0001107868,2.559725e-7,0.03444643,0.01529558,0.9131731,0.03550495,0.0005145333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00003656737,0.003340586,0.4737537,0.0010366,0.0005995951,0.00009345783,0.00001261456,0.000182982,0.5209439],"genre_scores_gemma":[0.09314732,0.0003736528,0.557703,0.002907732,0.005641761,0.00005631866,0.0003522532,0.0005487673,0.3392692],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5738105,"threshold_uncertainty_score":0.9998463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427866035720914,"score_gpt":0.2786887272144788,"score_spread":0.2644100668572697,"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."}}