{"id":"W2410261385","doi":"","title":"Restructuring systems: a call for dialogue. are we painting ourselves into a corner?","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Paul University","funders":"","keywords":"Restructuring; Painting; Business; Computer science; Operations management; Public relations; Political science; Art; Art history; Engineering; Finance","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":[0.02488443,0.0006609613,0.00104626,0.001900413,0.005579264,0.0131122,0.002881903,0.00926997,0.01081765],"category_scores_gemma":[0.0366855,0.0004121218,0.0006159028,0.001547374,0.06331853,0.03909456,0.006430274,0.0136127,0.001159931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006646655,"about_ca_system_score_gemma":0.01057168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897938,"about_ca_topic_score_gemma":0.005006416,"domain_scores_codex":[0.9825742,0.01433399,0.0003604646,0.0006656172,0.001492193,0.0005737185],"domain_scores_gemma":[0.9519506,0.03894868,0.001269566,0.003832339,0.002632987,0.001365858],"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":[0.00001050123,0.000009828819,0.00006577832,0.000201024,0.000008876879,0.00005230548,0.007455245,0.0001563631,0.0000839659,0.9470037,0.03538322,0.009569283],"study_design_scores_gemma":[0.00001515843,0.00001038152,0.00006876731,0.0003952124,0.000004368746,0.00004704385,0.007736061,0.0001777419,0.0001366434,0.8403624,0.1510347,0.00001151887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004437128,0.0252675,0.04857453,0.852655,0.004110365,0.0000620764,0.0000882978,0.0001484361,0.06465673],"genre_scores_gemma":[0.7126031,0.03893889,0.05191083,0.1610634,0.007234036,0.0005002079,0.0001729987,0.0005639544,0.02701267],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02488443,"threshold_uncertainty_score":0.131603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.064553883437857,"score_gpt":0.3124808952370692,"score_spread":0.2479270117992122,"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."}}