{"id":"W1938533621","doi":"10.5539/ies.v8n9p58","title":"A Teacher Accountability Model for Overcoming Self-Exclusion of Pupils","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Psychology of Development and Education","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Task (project management); Formative assessment; Component (thermodynamics); Psychology; Mathematics education; Process (computing); Task analysis; Adaptation (eye); Pedagogy; Computer science; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005813273,0.000108256,0.0001611415,0.0001565048,0.00006113978,0.00001069271,0.0001984987,0.0000698307,0.0001033802],"category_scores_gemma":[0.0005557698,0.00010379,0.00005658857,0.00008577017,0.00006207772,0.0001756315,0.00005103671,0.00006614742,0.00004660161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532861,"about_ca_system_score_gemma":0.0003262367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000477229,"about_ca_topic_score_gemma":0.00001438672,"domain_scores_codex":[0.9990525,0.00003396628,0.0003379266,0.0002517411,0.0001912362,0.0001326617],"domain_scores_gemma":[0.9977556,0.000136181,0.0001990462,0.000176981,0.001683707,0.00004847372],"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":[0.0003625379,0.002943257,0.1386983,0.00004270675,0.0008763114,1.052639e-7,0.1445637,0.0000590685,0.0001997648,0.009085441,0.6810805,0.0220883],"study_design_scores_gemma":[0.005849889,0.0002983708,0.3009163,0.0002246502,0.0002927287,0.00003635535,0.1785158,0.006516768,0.0005036337,0.1624645,0.3432535,0.001127567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588801,0.0009844806,0.002504787,0.004460642,0.01276676,0.0003028788,0.0000103567,0.00005353353,0.02003651],"genre_scores_gemma":[0.9759517,0.00002811134,0.01008364,0.0005011564,0.0003887863,0.0003602119,0.00004193831,0.00001165361,0.01263279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.337827,"threshold_uncertainty_score":0.4232433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2202001997327124,"score_gpt":0.4974201715148783,"score_spread":0.2772199717821659,"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."}}