{"id":"W2035393842","doi":"10.1089/acm.2006.12.843","title":"Methodological Challenges in Whole Systems Research","year":2006,"lang":"en","type":"article","venue":"The Journal of Alternative and Complementary Medicine","topic":"Complementary and Alternative Medicine Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"George (robot); Library science; Medicine; Health care; Art history; History; Computer science; Law; Political science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5067023,0.001775001,0.006999785,0.006679829,0.006314639,0.01314552,0.009839922,0.004502796,0.007858424],"category_scores_gemma":[0.6829009,0.002205402,0.003894506,0.009401769,0.02334122,0.01361736,0.01012967,0.01094383,0.001149775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00674606,"about_ca_system_score_gemma":0.01749459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01224722,"about_ca_topic_score_gemma":0.0148409,"domain_scores_codex":[0.3948017,0.5502883,0.01862056,0.01447035,0.02013155,0.001687529],"domain_scores_gemma":[0.1633452,0.7640489,0.01003207,0.03874946,0.02197821,0.001846181],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006823203,0.0004477747,0.01559116,0.01011907,0.006499458,0.0004469079,0.008377917,0.006538454,0.0005113402,0.821269,0.02163522,0.1078813],"study_design_scores_gemma":[0.0004229091,0.0001973133,0.003540697,0.001502434,0.0009328779,0.0002007109,0.003431627,0.0101807,0.0003221195,0.9589396,0.02024664,0.00008240033],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01854367,0.02797235,0.8199321,0.1039282,0.00830166,0.003558704,0.001587272,0.0003685019,0.01580761],"genre_scores_gemma":[0.3063577,0.006332031,0.6393571,0.02740914,0.006529401,0.01123113,0.0006360783,0.000329704,0.00181771],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4932977,"threshold_uncertainty_score":0.6083239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6688191704243004,"score_gpt":0.517364362267591,"score_spread":0.1514548081567094,"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."}}