{"id":"W7099528290","doi":"","title":"Identification of Students with Academic Difficnlties: Implications for Research and Practice","year":2016,"lang":"en","type":"article","venue":"","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Academic achievement; Test (biology); Achievement test; Special education; Educational research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1875767,0.001090253,0.002007151,0.005559333,0.005147893,0.008565268,0.00700835,0.007290783,0.007422321],"category_scores_gemma":[0.2906583,0.000809086,0.0008687977,0.00727134,0.008474992,0.01395511,0.004696698,0.004733203,0.001348026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01227671,"about_ca_system_score_gemma":0.04879867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04841235,"about_ca_topic_score_gemma":0.08126263,"domain_scores_codex":[0.896519,0.07684881,0.00828076,0.003190582,0.01206284,0.003098097],"domain_scores_gemma":[0.6012516,0.314673,0.01252481,0.008975768,0.04890351,0.01367133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008939143,0.00426522,0.3309332,0.01201315,0.0002487403,0.001321419,0.04073389,0.00104583,0.0003504664,0.01212556,0.02960607,0.5664625],"study_design_scores_gemma":[0.0008591729,0.003224056,0.2989452,0.0631667,0.0005558743,0.001621909,0.504091,0.008264985,0.0009844347,0.05260558,0.06519596,0.0004851506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2362272,0.1244459,0.01226368,0.571837,0.003556413,0.006588924,0.0007009744,0.0001888067,0.044191],"genre_scores_gemma":[0.8884863,0.03935004,0.03379409,0.02718344,0.001137316,0.006340167,0.0002827812,0.00004947774,0.003376376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1875767,"threshold_uncertainty_score":0.9920121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2803211442197784,"score_gpt":0.4584590581990241,"score_spread":0.1781379139792457,"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."}}