{"id":"W4205766817","doi":"10.1177/1056492601102008","title":"Speeding Snowflakes","year":2001,"lang":"en","type":"article","venue":"Journal of Management Inquiry","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Snowflake; Business; Physics","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":[0.00177856,0.0004367235,0.0003279193,0.001682201,0.003554059,0.00354663,0.0007020045,0.001731487,0.03420382],"category_scores_gemma":[0.01248234,0.0003041852,0.0003134757,0.001270482,0.001487573,0.005392623,0.002715532,0.001390684,0.004777387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00160663,"about_ca_system_score_gemma":0.00294882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02285527,"about_ca_topic_score_gemma":0.05442116,"domain_scores_codex":[0.9990849,0.0001679604,0.00004325478,0.0001655869,0.0003282446,0.0002100617],"domain_scores_gemma":[0.9966896,0.000815624,0.0003050739,0.0005939201,0.00122501,0.00037073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009837756,0.0002837783,0.05467667,0.0004176931,0.0001227673,0.001554161,0.02133812,0.01492284,0.007017213,0.1992297,0.1824348,0.5170184],"study_design_scores_gemma":[0.0001086071,0.0004880831,0.03665336,0.0006745543,0.0001175764,0.0003187063,0.03961106,0.01842288,0.004178263,0.1289312,0.7704031,0.0000925467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4496185,0.001848519,0.0374258,0.01545095,0.003594202,0.0003918722,0.0007148858,0.001771394,0.4891839],"genre_scores_gemma":[0.8871273,0.001041182,0.01526842,0.001143501,0.000266549,0.00006229575,0.0003475291,0.0006277803,0.09411544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03420382,"threshold_uncertainty_score":0.1144232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06933652856978063,"score_gpt":0.2737870840272532,"score_spread":0.2044505554574725,"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."}}