{"id":"W4233829821","doi":"10.1007/978-1-4939-7131-2_100230","title":"Culture Analytics","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Analytics; Computer science; Data science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003715342,0.0001113443,0.0001850299,0.00007788201,0.0002419064,0.00005896838,0.0001839801,0.0002260289,0.03584512],"category_scores_gemma":[0.00005272994,0.00008950941,0.0001998778,0.0000492288,0.0002313836,0.00003521892,0.00003626698,0.0001183381,0.001274012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005437504,"about_ca_system_score_gemma":0.0001352984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112732,"about_ca_topic_score_gemma":0.001482491,"domain_scores_codex":[0.9991215,0.00003021946,0.0001438286,0.0001858551,0.000405443,0.0001131544],"domain_scores_gemma":[0.9993626,0.00008286107,0.00009026237,0.0001117718,0.0002663585,0.00008610437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.270945e-7,0.00000246662,0.000004066312,0.000001523748,0.00006898007,0.00000192394,0.001014035,0.000001513795,1.519464e-7,0.9044602,0.08601768,0.008426758],"study_design_scores_gemma":[0.00001322295,0.000005797138,0.000003071982,0.000006438201,0.00005496462,1.200524e-7,0.00007514504,0.0000304438,3.343687e-7,0.343805,0.6559185,0.00008694956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001240185,0.0001403126,0.005322027,0.0004445642,0.0001801908,0.00004918954,0.000003975582,0.00005751521,0.993801],"genre_scores_gemma":[0.0001230117,0.0001639208,0.008701615,0.000288866,0.001448104,4.568789e-7,0.00001934935,0.000009492959,0.9892452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5699009,"threshold_uncertainty_score":0.9995036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0752359675552887,"score_gpt":0.3860988038862542,"score_spread":0.3108628363309655,"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."}}