{"id":"W2024108526","doi":"10.12968/sece.2015.3.13","title":"Making an impact…","year":2015,"lang":"en","type":"article","venue":"SecEd","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009397845,0.0007447522,0.0003135561,0.0006460235,0.01119416,0.01177609,0.001241945,0.004973306,0.02489],"category_scores_gemma":[0.01812896,0.0003663317,0.0006929414,0.0004694589,0.007729384,0.009942908,0.009580995,0.01496898,0.006840259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00368828,"about_ca_system_score_gemma":0.01509972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009780882,"about_ca_topic_score_gemma":0.0244939,"domain_scores_codex":[0.9907064,0.002567018,0.0002591138,0.0006858293,0.002965502,0.002816182],"domain_scores_gemma":[0.9856192,0.001176997,0.0004070072,0.0007368402,0.002704229,0.00935573],"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":[0.0000547304,0.000195014,0.002591547,0.00008733124,0.00003080212,0.0004646816,0.008542443,0.0001215206,0.00120347,0.1361475,0.7996347,0.05092623],"study_design_scores_gemma":[0.00001077245,0.00006641045,0.001184347,0.00008706102,0.00001231294,0.00009690063,0.0088148,0.00005294784,0.000433491,0.01122713,0.9779849,0.00002889831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01436726,0.002451025,0.002854095,0.6581858,0.03494553,0.00008850912,0.00007634716,0.0002813122,0.2867502],"genre_scores_gemma":[0.3144612,0.003790045,0.006858801,0.3057151,0.005882591,0.0001384377,0.0001491516,0.0003581412,0.3626466],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02489,"threshold_uncertainty_score":0.08326536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3238138847860855,"score_gpt":0.539900690540724,"score_spread":0.2160868057546385,"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."}}