{"id":"W1494484949","doi":"","title":"The Language Assessment and Placement Test: Project Development Process","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Test (biology); Computer science; Process management; Engineering; Programming language; Geology","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":[0.000369723,0.0001187648,0.000131078,0.0002695264,0.001026473,0.00005560981,0.0002106182,0.00008432756,0.000115908],"category_scores_gemma":[0.0005176862,0.00008813233,0.000009665227,0.0004897539,0.0007401465,0.00006422376,0.00003489134,0.0002158197,0.00001886155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000099675,"about_ca_system_score_gemma":0.003667078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001198907,"about_ca_topic_score_gemma":0.001754025,"domain_scores_codex":[0.9988751,0.00006029624,0.000212927,0.0002409213,0.0003270412,0.0002836753],"domain_scores_gemma":[0.9985675,0.0008841762,0.0001104992,0.0001432934,0.0001846802,0.0001098213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003702306,0.0001627694,0.1301228,0.00001603597,0.00001742045,0.000001783539,0.0753512,4.015096e-8,0.00003461059,0.7826813,0.00563402,0.00597432],"study_design_scores_gemma":[0.001398922,0.0002699926,0.2976474,0.0003791463,0.00003728698,0.00007986127,0.1433029,0.00002853562,0.001046138,0.3573798,0.1972573,0.001172698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3747933,0.0007166345,0.000006003881,0.6025299,0.001125534,0.0006587081,0.000007169044,0.0000960863,0.02006661],"genre_scores_gemma":[0.9927872,0.0005800559,0.0003450383,0.0001965834,0.0004699578,0.0005518803,0.00001176362,0.000006702557,0.005050761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.617994,"threshold_uncertainty_score":0.7894907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05738681813188164,"score_gpt":0.3879187131981368,"score_spread":0.3305318950662551,"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."}}