{"id":"W4256652499","doi":"10.21203/rs.2.13826/v1","title":"The need for home care physicians in Japan – 2020 to 2060","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"Family medicine; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008095218,0.0002649485,0.0001534552,0.0008121255,0.0002652187,0.0006370956,0.0003639908,0.0004910312,0.002007009],"category_scores_gemma":[0.002172702,0.0001787291,0.0006128217,0.0007296511,0.0002005361,0.0007002315,0.0005150855,0.0005466616,0.0003907569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001459491,"about_ca_system_score_gemma":0.001383415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06458332,"about_ca_topic_score_gemma":0.07564913,"domain_scores_codex":[0.9996331,0.00007149902,0.00004628508,0.00006772006,0.00008746394,0.00009398028],"domain_scores_gemma":[0.9985543,0.0001522604,0.00050427,0.00003370713,0.0004299898,0.0003255414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005524925,0.00003284786,0.9834266,0.0001300968,0.00008584242,0.0002207223,0.0004000647,0.0005522897,0.0002942977,0.0002408651,0.003158899,0.01140219],"study_design_scores_gemma":[0.000004912616,0.00005425522,0.9932114,0.0000689112,0.00007176703,0.0001634528,0.001253717,0.001493469,0.0001180166,0.0001135694,0.003436029,0.00001049649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802166,0.004468801,0.001080035,0.004010898,0.0001775171,0.00002238344,0.004913554,0.00003970628,0.005070526],"genre_scores_gemma":[0.9940997,0.001140166,0.0006566375,0.0004326449,0.00006512951,0.00002010596,0.002648098,0.000004342131,0.0009330626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06458332,"threshold_uncertainty_score":0.1284148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1769189828392564,"score_gpt":0.515495001763157,"score_spread":0.3385760189239007,"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."}}