{"id":"W2181371894","doi":"10.5694/j.1326-5377.2005.tb06943.x","title":"General practice — chaos, complexity and innovation","year":2005,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Complex adaptive system; Promotion (chess); Knowledge management; Management science; Health care; Healthcare system; Sociology; Computer science; Political science; Economic growth; Engineering; Economics; Artificial intelligence","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":[],"category_scores_codex":[0.004143734,0.00008200468,0.0002376427,0.000108365,0.0003305811,0.000007518714,0.000227082,0.0001461797,0.002099539],"category_scores_gemma":[0.001655922,0.00004629573,0.00003305395,0.0002575105,0.0001638557,0.000247043,0.00007469327,0.001377452,0.00008705364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001639578,"about_ca_system_score_gemma":0.0007965583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323428,"about_ca_topic_score_gemma":0.00006199745,"domain_scores_codex":[0.9975807,0.0005592282,0.0008594341,0.00006802421,0.0006483948,0.0002842192],"domain_scores_gemma":[0.9979569,0.0007054135,0.0006051221,0.0001217605,0.0004074171,0.0002033288],"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":[0.0004380011,0.0001373826,0.01118311,0.0001571851,0.0001130406,0.00009963554,0.002870713,0.000002486097,0.0002024577,0.1166409,0.8218207,0.04633436],"study_design_scores_gemma":[0.001155351,0.0001287416,0.09361842,0.00008397544,0.00005037037,0.0003253228,0.0005500002,0.00002821299,0.00001947331,0.002657723,0.9013094,0.00007300823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5478908,0.0002346497,0.0002906996,0.4470327,0.0009232268,0.0001497427,0.000003266943,0.00001123708,0.003463664],"genre_scores_gemma":[0.871962,0.000667688,0.005457221,0.1099313,0.006187993,0.000004482548,0.000004974386,0.00001395931,0.005770373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371013,"threshold_uncertainty_score":0.9988127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2369089910117764,"score_gpt":0.5337506873859499,"score_spread":0.2968416963741735,"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."}}