{"id":"W4229891047","doi":"10.1142/7546","title":"Expect the Unexpected","year":2011,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"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":[0.002207151,0.0007553088,0.0004238051,0.0006322893,0.004729152,0.009174814,0.0009455542,0.003740598,0.07600566],"category_scores_gemma":[0.007708088,0.0003558937,0.0005534848,0.0004554676,0.006339531,0.01365043,0.005849364,0.01189743,0.03893683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002554131,"about_ca_system_score_gemma":0.003252371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003228006,"about_ca_topic_score_gemma":0.00717177,"domain_scores_codex":[0.9986198,0.0003506508,0.00002915659,0.0002219912,0.0004912969,0.0002870775],"domain_scores_gemma":[0.9979734,0.0004669426,0.0000934663,0.0002916626,0.0005692256,0.0006052962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001822747,0.00001969221,0.0001807096,0.00003636991,0.000005682293,0.0001092238,0.0009022337,0.00007795666,0.0001313864,0.2520896,0.7276694,0.01875945],"study_design_scores_gemma":[0.000004018068,0.000006955893,0.00008999711,0.00005262869,0.000001714243,0.00008511504,0.0008693747,0.00006555588,0.00005613713,0.05912407,0.9396371,0.000007533517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001716964,0.004663829,0.003601552,0.1420848,0.01939399,0.00003644808,0.0001727344,0.0003638212,0.8279657],"genre_scores_gemma":[0.03568188,0.003557211,0.001524214,0.08469771,0.005667197,0.00006947877,0.0001784903,0.0006134995,0.8680103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07600566,"threshold_uncertainty_score":0.2542643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358797847485347,"score_gpt":0.3418907225498927,"score_spread":0.206010937801358,"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."}}