{"id":"W2470487202","doi":"10.20533/ijcdse.2042.6364.2014.0273","title":"Building Bridges for School Improvement A Model for Sustainable University-School Partnerships","year":2014,"lang":"en","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Mathematics education; General partnership; Sociology; Engineering; Architectural engineering; Business; Engineering management; Pedagogy; Political science; Psychology; Finance","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002329646,0.0001564997,0.0001517283,0.0005057555,0.00132984,0.0009584608,0.0005968483,0.000120454,0.00004304188],"category_scores_gemma":[0.001978688,0.0001759349,0.000181324,0.0001935231,0.00009237388,0.001463366,0.00005709457,0.0001809774,0.000003653282],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002430778,"about_ca_system_score_gemma":0.006297336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007833395,"about_ca_topic_score_gemma":0.0002557465,"domain_scores_codex":[0.9982717,0.00006679375,0.0004048062,0.0003463058,0.0004008752,0.0005095428],"domain_scores_gemma":[0.9972486,0.0005161688,0.0002358797,0.0001170287,0.001571715,0.0003105894],"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":[0.001417911,0.001244892,0.03294208,0.0003386496,0.0002179789,0.000004098128,0.03336816,0.01514627,0.0003806674,0.7878546,0.05153499,0.07554977],"study_design_scores_gemma":[0.003759731,0.0004304274,0.02369314,0.000505604,0.00005054763,0.00001679393,0.05115458,0.05213869,0.0004100484,0.3741052,0.492936,0.0007992116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6703388,0.0003411437,0.2971982,0.01742349,0.00871415,0.002947378,0.00004558765,0.00009893443,0.002892298],"genre_scores_gemma":[0.9353973,0.0001005803,0.02910625,0.0003808017,0.002859833,0.00020306,0.00008199387,0.00002883252,0.0318413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.441401,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03578738107216264,"score_gpt":0.3904019362845211,"score_spread":0.3546145552123585,"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."}}