{"id":"W7008637013","doi":"","title":"Collaborative Group Instruction's Impact on English Learner Success &#13;\\nin Algebra I at the High School Level","year":2018,"lang":"en","type":"other","venue":"CSUN ScholarWorks (California State University, Northridge)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Group work; Class (philosophy); Test (biology); Quarter (Canadian coin); Qualitative research; Teaching method; Qualitative property; Algebra over a field","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001578374,0.002562331,0.001914079,0.003115972,0.00254035,0.001150578,0.003394642,0.001849419,0.03159278],"category_scores_gemma":[0.0006447602,0.002105333,0.000887737,0.006097534,0.002475016,0.001501074,0.002275954,0.004337243,0.05652411],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004947703,"about_ca_system_score_gemma":0.001234961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587118,"about_ca_topic_score_gemma":0.03088886,"domain_scores_codex":[0.9890714,0.002296728,0.0009442921,0.002883953,0.002527187,0.002276445],"domain_scores_gemma":[0.9908242,0.0004305355,0.002191825,0.003079443,0.001916931,0.001557118],"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":[0.003098547,0.0004203522,0.06302685,0.00008538381,0.001917923,0.0003860201,0.0005526207,0.001190613,0.000027907,0.000358446,0.926897,0.002038333],"study_design_scores_gemma":[0.006596229,0.000558534,0.03373968,0.000709425,0.0006012599,0.00003366664,0.001221148,0.00005463956,0.00008537739,0.0001047814,0.9536802,0.002615037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5963794,0.0009936026,0.0005467535,0.0003134318,0.004564067,0.004747004,0.08961673,0.003191693,0.2996473],"genre_scores_gemma":[0.1560899,0.001578449,0.0005623133,0.0004576192,0.003526922,0.00003641027,0.008709228,0.004246072,0.824793],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5251457,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008842706433420802,"score_gpt":0.2273474864523026,"score_spread":0.2185047800188818,"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."}}