{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007167418,0.0002031068,0.0004866563,0.002109352,0.003502698,0.006931735,0.000984997,0.001976014,0.00189748],"category_scores_gemma":[0.01520224,0.0003005143,0.0005385811,0.001705184,0.02801688,0.006521094,0.007374033,0.002426275,0.0002530895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009064875,"about_ca_system_score_gemma":0.009376374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007375175,"about_ca_topic_score_gemma":0.006531241,"domain_scores_codex":[0.9920773,0.004801115,0.0002726544,0.0006863851,0.00137422,0.0007883837],"domain_scores_gemma":[0.9864747,0.007363613,0.001696547,0.001281986,0.001140869,0.002042163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005989171,0.00007053241,0.01598779,0.0004705567,0.00005610926,0.0007144159,0.06194969,0.002748868,0.0003370977,0.8248765,0.01044187,0.08228682],"study_design_scores_gemma":[0.00003878309,0.0001212705,0.01884378,0.0006604549,0.00002071533,0.0004331419,0.02203622,0.002736047,0.0001144002,0.8368549,0.1180937,0.00004654973],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.3756555,0.03082145,0.04093888,0.3419577,0.001152191,0.0003433695,0.0001715527,0.0002345161,0.2087248],"genre_scores_gemma":[0.9862899,0.004097773,0.004125375,0.002307015,0.0003352563,0.00008929005,0.00003066862,0.00001837076,0.002706346],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009064875,"threshold_uncertainty_score":0.06577051,"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."}}