{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001365548,0.0006907475,0.0005545639,0.001340683,0.003766787,0.007021526,0.001862002,0.002713172,0.4341584],"category_scores_gemma":[0.004403745,0.0002753098,0.0007490027,0.0018014,0.001136896,0.003602963,0.004188162,0.002433569,0.2390814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003547948,"about_ca_system_score_gemma":0.006599071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072009,"about_ca_topic_score_gemma":0.01052842,"domain_scores_codex":[0.9980776,0.0002827396,0.0001084575,0.0003965342,0.0008132708,0.0003212914],"domain_scores_gemma":[0.9979405,0.0001903196,0.00008046498,0.0002899908,0.001092001,0.0004068217],"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":[0.00008996703,0.0001032564,0.001845647,0.0003448784,0.0000128966,0.0002986503,0.001216559,0.0002012628,0.0004874391,0.1125161,0.7028739,0.1800095],"study_design_scores_gemma":[0.000004849215,0.00001603418,0.0007136833,0.0001202248,0.000002983409,0.00009090706,0.0004775723,0.00004756886,0.0001161954,0.00408459,0.9943197,0.000005715701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002501437,0.00199119,0.003040995,0.01247363,0.004233625,0.0002106052,0.003020573,0.0004980047,0.97203],"genre_scores_gemma":[0.0283932,0.002984929,0.002751558,0.0058827,0.0008921757,0.0001962418,0.00398567,0.0002786643,0.9546348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5658416,"threshold_uncertainty_score":0,"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."}}