{"id":"W2613831914","doi":"","title":"Students' intuitive understanding of promisingness and promisingness judgments to facilitate knowledge advancement","year":2012,"lang":"en","type":"article","venue":"","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Knowledge building; Constructive; Computer science; Body of knowledge; Knowledge management; Mathematics education; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001200558,0.00009292894,0.0001451355,0.00007765556,0.000321129,0.00006069246,0.0001440469,0.00003761381,0.0001971373],"category_scores_gemma":[0.0001949114,0.00008465484,0.00001925148,0.0002396258,0.0001734968,0.0002306028,0.0001010653,0.00005224002,0.00002876563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003946777,"about_ca_system_score_gemma":0.0001171238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008861368,"about_ca_topic_score_gemma":0.00008391702,"domain_scores_codex":[0.9987499,0.0001204222,0.0002171041,0.0001660417,0.0003982538,0.0003483169],"domain_scores_gemma":[0.9993752,0.0001154082,0.00003854011,0.00007952368,0.0001114486,0.0002798431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002489141,0.0006772446,0.05327512,0.00008617912,0.00003966177,2.061812e-7,0.4191241,3.547597e-7,0.0002036549,0.5164481,0.0003802154,0.009740192],"study_design_scores_gemma":[0.001950346,0.0002987578,0.08786787,0.0008214251,0.00008334346,0.000001291563,0.6751837,0.000004778463,0.005501484,0.05862767,0.1685432,0.001116168],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8902655,0.0002418916,0.02335985,0.002676421,0.001056689,0.001080383,0.000003888764,0.00007080977,0.08124459],"genre_scores_gemma":[0.991327,0.00002421918,0.002365622,0.0002024016,0.00004998462,0.00003932361,0.000001268139,0.000006150809,0.005983976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4578205,"threshold_uncertainty_score":0.3452124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1712174866418448,"score_gpt":0.4077754664822312,"score_spread":0.2365579798403863,"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."}}