{"id":"W4230035830","doi":"10.1007/978-90-481-2660-6_7","title":"Positive Pressure","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Inertia; Computer science; Business; Physics; Classical mechanics","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":[0.0005645009,0.0001822939,0.0002267825,0.0001598588,0.00008878581,0.0002234928,0.000597407,0.0002379501,0.05801101],"category_scores_gemma":[0.0001326582,0.0001182818,0.0001421396,0.00002417137,0.00007505906,0.0001420059,0.0001486643,0.0003670887,0.003987876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407333,"about_ca_system_score_gemma":0.0001891794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001257886,"about_ca_topic_score_gemma":0.00004763702,"domain_scores_codex":[0.9975927,0.00000953151,0.0003943274,0.0004503833,0.001432694,0.0001203736],"domain_scores_gemma":[0.9980959,0.0005194353,0.000244161,0.0005231748,0.0005237305,0.0000936335],"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":[0.000003625388,0.00001819723,0.00005134092,0.00000135665,0.00004700612,0.000001048404,0.00005439214,1.680952e-7,0.0002106008,0.865564,0.117541,0.01650724],"study_design_scores_gemma":[0.00003430645,0.00002810841,0.0004984866,0.000006289443,0.00001761059,8.844997e-7,0.00001668587,0.00000359245,0.0001688534,0.3472942,0.6518213,0.0001096883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002226553,0.0001124984,0.00025197,0.003434621,0.00117043,0.0002139505,0.00006083568,0.00002040058,0.994713],"genre_scores_gemma":[0.00273074,0.000009210224,0.001272473,0.001019567,0.0004898783,0.000006100962,0.00003229139,0.00001572816,0.994424],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5342803,"threshold_uncertainty_score":0.9967876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0899414308071621,"score_gpt":0.3990645026267786,"score_spread":0.3091230718196165,"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."}}