{"id":"W2036481424","doi":"10.5539/ass.v7n3p204","title":"Methodological Research on Effective Improvement of Physical Quality of Intellectuals in Institutions of Higher Learning","year":2011,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Core (optical fiber); Psychology; Logical analysis; Physical health; Computer science; Applied psychology; Mathematical statistics; Mathematics; Statistics; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06086146,0.0005901153,0.000928745,0.01445081,0.0030519,0.004947713,0.001558574,0.0008784642,0.005384072],"category_scores_gemma":[0.1338327,0.0003559583,0.001041981,0.01500772,0.003335127,0.004851134,0.002439733,0.0009372825,0.0004106269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008869754,"about_ca_system_score_gemma":0.02000623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003125778,"about_ca_topic_score_gemma":0.004492714,"domain_scores_codex":[0.9171652,0.05357375,0.01048647,0.004061326,0.0136593,0.001054035],"domain_scores_gemma":[0.8359702,0.1131762,0.01616179,0.006986064,0.02653589,0.001169892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002654056,0.0006967491,0.0660018,0.04245285,0.0007278042,0.000210423,0.03916044,0.001380421,0.001554774,0.1898135,0.005530144,0.6522058],"study_design_scores_gemma":[0.0005418714,0.003126767,0.2121713,0.0723414,0.003062785,0.001158277,0.1991729,0.004706462,0.01079181,0.184867,0.3077788,0.0002806199],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2986496,0.1592815,0.3481895,0.02928719,0.002115064,0.008986406,0.002859756,0.0002444386,0.1503865],"genre_scores_gemma":[0.7752222,0.03937211,0.1719935,0.002183051,0.000521618,0.005790098,0.0008433808,0.00005581622,0.004018228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06086146,"threshold_uncertainty_score":0.32187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5846440202017081,"score_gpt":0.5720948927743528,"score_spread":0.01254912742735537,"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."}}