{"id":"W4236908245","doi":"10.1007/978-1-4614-6170-8_100680","title":"Generating Data","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geography; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00368007,0.001320261,0.0006343914,0.002473338,0.0007040537,0.003079835,0.002189916,0.0008360529,0.06137272],"category_scores_gemma":[0.0167825,0.0006789584,0.001736877,0.001716188,0.0007210115,0.002706425,0.003400456,0.001673274,0.03743861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007935246,"about_ca_system_score_gemma":0.001587391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129615,"about_ca_topic_score_gemma":0.001208808,"domain_scores_codex":[0.9972227,0.0007955537,0.0001591048,0.0007161384,0.001004568,0.0001020601],"domain_scores_gemma":[0.9941446,0.002935797,0.0001381392,0.002061476,0.0006228757,0.0000970792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001743299,0.0001269104,0.001747533,0.0005630373,0.00009263389,0.0002291259,0.000430635,0.008373369,0.005586072,0.1071106,0.1407621,0.7348037],"study_design_scores_gemma":[0.00007544325,0.0001069065,0.001196041,0.0003799472,0.00009527229,0.0007449803,0.0003605765,0.1176904,0.038923,0.2575776,0.5827697,0.00008018219],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00272025,0.0002015306,0.9265367,0.001235815,0.0003823548,0.0009920035,0.007192467,0.02034296,0.04039587],"genre_scores_gemma":[0.04716684,0.0006494934,0.8618085,0.0009593618,0.0002152705,0.001283061,0.02583322,0.004001835,0.05808241],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06137272,"threshold_uncertainty_score":0.2053123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3967004391456756,"score_gpt":0.4649244182262096,"score_spread":0.06822397908053396,"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."}}