{"id":"W4411657558","doi":"10.51847/rdvisfl","title":"10.51847/rDvISFl","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Collectivism; Turkish; Style (visual arts); Exploratory research; Business; Management styles; Political science; Geography; Sociology; Public relations; Social science; Individualism; Linguistics; Archaeology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002805534,0.0001122056,0.00009424763,0.000158123,0.0001054284,0.0002188473,0.000199242,0.00002774205,0.9929806],"category_scores_gemma":[0.00005433492,0.0001131179,0.0000391576,0.0003523057,0.00001120141,0.0004065921,0.0000635223,0.00004366297,0.9849323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463441,"about_ca_system_score_gemma":0.000005695631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008342591,"about_ca_topic_score_gemma":4.70058e-7,"domain_scores_codex":[0.9992967,0.000006248223,0.0001323294,0.0001991992,0.0001503869,0.0002151683],"domain_scores_gemma":[0.9996663,0.00001733594,0.0000407991,0.0002153995,0.00004627706,0.0000138728],"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":[0.00003065004,0.00003159239,0.000004731612,0.00002189757,0.000005952787,7.527706e-7,0.000002368455,0.00001527541,0.000006768839,0.00004838863,0.3537768,0.6460548],"study_design_scores_gemma":[0.0001266969,0.000005795558,0.000799045,0.00001499277,0.00002416701,2.167474e-7,0.000001894891,0.000517409,7.310863e-7,0.00002461345,0.9983305,0.0001539579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003714978,0.000009261566,0.000001179086,0.00135869,0.0000144749,0.0001993631,4.812366e-7,0.0002346667,0.9944669],"genre_scores_gemma":[0.002069543,1.861645e-7,0.00005429062,0.000784496,0.0009830318,0.00002270715,0.00003616511,0.00002161942,0.9960279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6459008,"threshold_uncertainty_score":0.4612814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00621608249849276,"score_gpt":0.1740437331325267,"score_spread":0.167827650634034,"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."}}