{"id":"W2171253994","doi":"10.1017/s1041610204220713","title":"Book Review","year":2004,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Bridging (networking); Publishing; Psychology; Computer science; Gerontology; Medicine; Political science; Computer network","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002990731,0.00008614651,0.0001600815,0.0001617062,0.00003566856,0.00002991403,0.0002884874,0.00004093417,0.002398568],"category_scores_gemma":[0.00009507778,0.0001022306,0.00009261649,0.0001819695,0.00001317024,0.0001697016,0.00003790094,0.00008560338,0.003338979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483398,"about_ca_system_score_gemma":0.0000169104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002977239,"about_ca_topic_score_gemma":0.00000433754,"domain_scores_codex":[0.9990507,0.000004480625,0.0004656112,0.0002600719,0.00005476619,0.0001643709],"domain_scores_gemma":[0.9994856,0.00001026,0.0001854273,0.0002138423,0.00003516457,0.00006969475],"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":[0.000003085237,0.00005055,0.00009807925,0.00007983247,0.00002518114,0.000003422967,0.00002367674,0.00001905559,5.188057e-7,0.4931491,0.5057895,0.000758042],"study_design_scores_gemma":[0.0003160494,0.00001658804,0.000650096,0.00006740393,0.000002171501,0.000003907683,0.000001446087,0.000007109824,0.00000319882,0.04044323,0.958383,0.0001058456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001001183,0.3375081,0.01579933,0.3802486,0.004283934,0.0003903811,0.0001601341,0.00009818878,0.2614112],"genre_scores_gemma":[0.02990939,0.338106,0.003170252,0.6009545,0.002542459,0.0001464682,0.0001089693,0.00006157842,0.02500033],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4527059,"threshold_uncertainty_score":0.9985134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958625216098712,"score_gpt":0.3201538617161169,"score_spread":0.2805676095551298,"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."}}