{"id":"W7096466709","doi":"","title":"UNDER- AND OVER-","year":2016,"lang":"en","type":"article","venue":"","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Sample (material); Point (geometry); Academic achievement; Statistical analysis; Research methodology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005692114,0.000279097,0.0002683587,0.001151688,0.001631634,0.001432225,0.0006313493,0.0004101021,0.002798882],"category_scores_gemma":[0.003047205,0.0001979353,0.0002933166,0.001042246,0.0007809165,0.0004695858,0.0009161543,0.0008654313,0.000389714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002025531,"about_ca_system_score_gemma":0.003132106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.512319,"about_ca_topic_score_gemma":0.6624151,"domain_scores_codex":[0.9989951,0.00008253746,0.00007222847,0.0001141887,0.000290876,0.000445026],"domain_scores_gemma":[0.9960448,0.0001669891,0.001345793,0.0001053583,0.000681083,0.00165605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001815729,0.00002066646,0.9976763,0.00000397166,0.000006559379,0.00004376768,0.0006061334,0.000006928864,0.00004483223,0.00002477961,0.00009072551,0.001457149],"study_design_scores_gemma":[7.073881e-7,0.00001798727,0.9984083,0.000005207178,0.000003021995,0.00004427465,0.001228767,0.00002726057,0.00001688933,0.00001136437,0.000234155,0.000002245148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9990521,0.0001317601,0.00001464293,0.00008066962,0.000007811937,0.000007119894,0.0001124386,0.000002210616,0.0005912177],"genre_scores_gemma":[0.9991016,0.00009035672,0.00001502818,0.00002161675,0.000005361947,0.000002227948,0.0001327244,0.000001112586,0.0006299199],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9972011,"threshold_uncertainty_score":0.9811062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05162916712387441,"score_gpt":0.4482421569411524,"score_spread":0.396612989817278,"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."}}