{"id":"W4389094833","doi":"10.1163/9789047408031_003","title":"Abstract","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Medical Research and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008913258,0.0001495527,0.0002334339,0.00007640937,0.0002613901,0.000006399602,0.0002000931,0.0006489904,0.6327001],"category_scores_gemma":[0.0007666459,0.0001042805,0.00007202062,0.000007775303,0.0000552499,0.00008232206,0.0001001806,0.002793558,0.09803836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007532032,"about_ca_system_score_gemma":0.0007344848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000821656,"about_ca_topic_score_gemma":0.0003024538,"domain_scores_codex":[0.9983695,0.00004230908,0.000379403,0.0002093257,0.0005805494,0.0004189272],"domain_scores_gemma":[0.9967551,0.002205539,0.0001919599,0.0003029151,0.0001035997,0.0004408601],"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":[0.00002799446,0.000005291005,0.000007004695,0.0001560919,0.00002791807,0.00002607655,0.0000401709,1.097477e-8,0.000002147458,0.246519,0.6231433,0.1300451],"study_design_scores_gemma":[0.0001426212,0.00001944942,0.00009943906,0.0002711299,0.000008348849,3.734288e-7,0.00002429897,0.00000117954,4.257064e-7,0.01134641,0.9879797,0.0001066907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002111284,0.000964807,0.00001891224,0.006359075,0.0003233138,0.0003670734,0.00002014063,0.00008127691,0.9918633],"genre_scores_gemma":[0.0001582998,0.004188112,0.0002283266,0.004042529,0.002355027,0.00001680691,0.00003857805,0.00003463701,0.9889377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5346617,"threshold_uncertainty_score":0.999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.299518793063652,"score_gpt":0.5617132089302573,"score_spread":0.2621944158666053,"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."}}