{"id":"W2025120848","doi":"10.1080/02604020601172541","title":"Emergence of a Social Inquiry Group: A Story of Fractals and Networks","year":2007,"lang":"en","type":"article","venue":"World Futures","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; Western Sydney University; University of Western Sydney; McGill University","keywords":"Narrative; Presentation (obstetrics); Group (periodic table); Epistemology; Sociology; Quality (philosophy); Computer science; Data science; Linguistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01711565,0.00074278,0.0007576625,0.002831221,0.01940725,0.01428783,0.001835593,0.005272233,0.001934127],"category_scores_gemma":[0.03248357,0.0006660116,0.0008574398,0.002268846,0.06949531,0.02593221,0.01364921,0.008572361,0.0004195909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005932733,"about_ca_system_score_gemma":0.003091062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003654137,"about_ca_topic_score_gemma":0.00355492,"domain_scores_codex":[0.9729934,0.02181648,0.000323192,0.00130579,0.002508271,0.001052951],"domain_scores_gemma":[0.9737465,0.01939136,0.00169048,0.001861823,0.001269715,0.002040176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006244048,0.00002141879,0.001084102,0.00006607708,0.00001174267,0.0009639695,0.5678076,0.0002900331,0.0003960872,0.4188637,0.00425988,0.006173074],"study_design_scores_gemma":[0.00003642345,0.00009434351,0.0008300506,0.0002361141,0.000014654,0.001083253,0.4217586,0.001426352,0.0005918136,0.2814238,0.2924426,0.0000620053],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5073199,0.007765713,0.0933277,0.2050319,0.00182861,0.0003992282,0.0002638401,0.0002679604,0.1837952],"genre_scores_gemma":[0.9814092,0.0009817577,0.009284849,0.002228148,0.0002025568,0.0001736287,0.00005137272,0.0001135271,0.005555091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01940725,"threshold_uncertainty_score":0.09051728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064716349874798,"score_gpt":0.4102484248709797,"score_spread":0.3037767898834999,"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."}}