{"id":"W1994826792","doi":"10.1177/0042085908317676","title":"Value Added?","year":2008,"lang":"en","type":"article","venue":"Urban Education","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Ethnography; Value (mathematics); Inclusion (mineral); Pedagogy; Diversity (politics); Sociology; Curriculum; Psychology; Participant observation; Cultural diversity; Social psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908125,0.00005633558,0.00004943547,0.00007149154,0.000522437,0.0000226968,0.0001498318,0.00004778496,0.0008423817],"category_scores_gemma":[0.0001378765,0.00006462265,0.0000290756,0.0002521093,0.0001445936,0.0002819581,0.000009116958,0.00005505624,0.0006247816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003043516,"about_ca_system_score_gemma":0.001066825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004415375,"about_ca_topic_score_gemma":0.0002999253,"domain_scores_codex":[0.9992424,0.00009363964,0.0001121876,0.0001392701,0.000241295,0.0001711696],"domain_scores_gemma":[0.999567,0.00003673666,0.00006104985,0.000149138,0.00008773226,0.00009830514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003361222,0.001298863,0.1142696,0.000005749882,0.000008811443,3.191734e-7,0.1176418,0.000003383227,0.0006003493,0.1569025,0.6003712,0.008894078],"study_design_scores_gemma":[0.00006379093,0.00001607736,0.1018505,0.00001511226,0.000008791802,0.000001586783,0.01382508,0.000007586246,0.0008745429,0.00465372,0.8785295,0.0001537148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7560046,0.000372756,0.00004619955,0.001911279,0.003274356,0.0002199568,0.000001688299,0.0000663399,0.2381029],"genre_scores_gemma":[0.9661176,0.0001403447,0.0006838693,0.0004444946,0.001321658,0.00005391902,0.00005400517,0.000007242488,0.03117687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2781583,"threshold_uncertainty_score":0.9223489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05738393300315963,"score_gpt":0.349942884669801,"score_spread":0.2925589516666414,"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."}}