{"id":"W565265793","doi":"10.11575/prism/29116","title":"Refine Search -- ProQuest CBCA Education","year":2008,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008902744,0.0000488671,0.00007407245,0.0001256343,0.0001813054,0.000003957431,0.0005463511,0.00005843824,0.00003608034],"category_scores_gemma":[0.000007598553,0.00005914157,0.00002986322,0.0002125576,0.0001221086,0.0002716963,0.0001605727,0.000121632,0.00005059339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004586307,"about_ca_system_score_gemma":0.0004277561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002216559,"about_ca_topic_score_gemma":0.000002249863,"domain_scores_codex":[0.9994887,0.00002828126,0.00005374388,0.0001713353,0.0001541255,0.0001037927],"domain_scores_gemma":[0.9995208,0.00002213706,0.00004378922,0.0002766901,0.00008923127,0.00004737663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001055255,0.0007765001,0.01570232,0.00003059409,0.00002972408,0.00002888118,0.002834375,6.956662e-7,0.0008658941,0.4892456,0.01511767,0.4753572],"study_design_scores_gemma":[0.0009991478,0.000399561,0.7745233,0.00008373618,0.00002558195,0.0001656312,0.0004530339,0.02983525,0.005616683,0.02674519,0.1605521,0.0006007565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.284261,0.0001188293,0.6838364,0.009454072,0.0001621975,0.0001216752,6.660012e-8,0.0001152717,0.02193046],"genre_scores_gemma":[0.5404447,0.00009309446,0.4501516,0.00009777124,0.00001270745,6.875895e-7,0.000006284879,0.000002986621,0.009190131],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.758821,"threshold_uncertainty_score":0.2411723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743448236472618,"score_gpt":0.2392416976920759,"score_spread":0.2218072153273497,"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."}}