{"id":"W1971868584","doi":"10.1332/174426410x502284","title":"Systems thinking, knowledge and action: towards better models and methods","year":2010,"lang":"en","type":"article","venue":"Evidence & Policy","topic":"Community Health and Development","field":"Health Professions","cited_by":447,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; Simon Fraser University; Vancouver Coastal Health","funders":"","keywords":"Bridging (networking); Action (physics); Process (computing); Systems thinking; Knowledge management; Computer science; Management science; Psychology; Artificial intelligence; Engineering","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":[0.1034975,0.002732808,0.003665916,0.01013951,0.00279554,0.01630693,0.007570495,0.006022511,0.008163867],"category_scores_gemma":[0.109399,0.001685055,0.003260267,0.009385849,0.01955445,0.02322336,0.008004603,0.01075186,0.001684748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01135367,"about_ca_system_score_gemma":0.01694812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008430625,"about_ca_topic_score_gemma":0.006321645,"domain_scores_codex":[0.8950948,0.09207738,0.003654433,0.00302321,0.005417921,0.000732385],"domain_scores_gemma":[0.7882103,0.1848294,0.005362122,0.01342682,0.00625824,0.001913126],"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":[0.00001942155,0.00009786088,0.0009545243,0.001096601,0.0001075044,0.00004140195,0.001866597,0.008638034,0.00009369117,0.9597707,0.00195057,0.0253631],"study_design_scores_gemma":[0.00002931316,0.00003858489,0.0001842254,0.0008262621,0.00003202151,0.00002672246,0.0009541359,0.02343351,0.000113605,0.9567978,0.01752182,0.00004199626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002233126,0.006908401,0.9610925,0.018348,0.0004406822,0.0008096949,0.0002092545,0.0002801261,0.009678201],"genre_scores_gemma":[0.07601281,0.007591855,0.9071829,0.002089824,0.0004156066,0.004592438,0.0002829024,0.0001533139,0.001678251],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1034975,"threshold_uncertainty_score":0.5473535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.284623209695041,"score_gpt":0.5896509282198078,"score_spread":0.3050277185247668,"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."}}