{"id":"W2149232595","doi":"10.21083/csieci.v1i1.10","title":"Modes and Manifestations of Improvisation in Urban Planning, Design, and Theory","year":2004,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Music History and Culture","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Improvisation; Ethos; Sociology; Function (biology); Aesthetics; Work (physics); Musical; Urban planning; Epistemology; Management science; Psychology; Political science; Visual arts; Engineering; Art; Civil engineering; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001331384,0.0002967646,0.0003971054,0.0003193809,0.0003429687,0.0001142818,0.0001090925,0.0001542028,0.00004973928],"category_scores_gemma":[0.001645073,0.0002828569,0.00004528756,0.00009938807,0.001303,0.001058695,0.00007683255,0.0002935106,0.000001558463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391658,"about_ca_system_score_gemma":0.0001192388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002816807,"about_ca_topic_score_gemma":0.001001844,"domain_scores_codex":[0.9977697,0.0003509603,0.0007384303,0.0004762175,0.000256068,0.0004085891],"domain_scores_gemma":[0.9984258,0.0008640827,0.0001379576,0.0001693743,0.0003055389,0.00009720062],"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":[0.0001120224,0.0001623743,0.0003782229,0.0006152594,0.00002590639,0.00001519683,0.1605063,0.0001574559,0.00237659,0.8319322,0.00009926002,0.003619202],"study_design_scores_gemma":[0.004629204,0.002293082,0.008997044,0.001502639,0.0002745164,0.00006258451,0.3344014,0.00379933,0.00469073,0.6346104,0.003197257,0.001541852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738763,0.003090787,0.01402159,0.001860933,0.0004575295,0.00171722,0.00005495596,0.0001888775,0.004731785],"genre_scores_gemma":[0.9961346,0.0001795276,0.002616792,0.0004548219,0.0002141734,0.0002481488,0.00002869857,0.00002894828,0.00009430831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1973219,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09448889873064628,"score_gpt":0.3501401158690235,"score_spread":0.2556512171383772,"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."}}