{"id":"W4413149616","doi":"10.64152/10125/44164","title":"Review of The Hockey Sweater CD-ROM","year":2009,"lang":"en","type":"article","venue":"Language learning & technology","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CD-ROM; Library science; Multimedia; Computer science; Mathematics education; World Wide Web; Psychology; Operating system","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":[0.0003047964,0.00009284064,0.0001881649,0.0001144268,0.0001135055,0.00003206386,0.001000339,0.00008116155,0.0000343468],"category_scores_gemma":[0.0003993534,0.00006330344,0.0000574225,0.0005684182,0.00005139926,0.000168709,0.0002221834,0.0003090433,0.00003713842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001494424,"about_ca_system_score_gemma":0.00002773729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003101505,"about_ca_topic_score_gemma":8.549588e-7,"domain_scores_codex":[0.9991894,0.00003855033,0.0003061126,0.000140891,0.0001401978,0.0001848751],"domain_scores_gemma":[0.9990368,0.00002594297,0.0003111119,0.0005340999,0.00007512431,0.00001689792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001064471,0.00005694026,0.0006098684,0.002097646,0.0000183548,0.000008591272,0.009783452,0.00009262193,0.004561703,0.07185858,0.002873611,0.9080375],"study_design_scores_gemma":[0.003324179,0.001734299,0.0204909,0.07144895,0.0002066854,0.001825824,0.006188512,0.1086823,0.1479203,0.140827,0.4936701,0.003681007],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2539469,0.07346349,0.5686562,0.04054203,0.000780793,0.000930072,0.000001105062,0.003785759,0.05789359],"genre_scores_gemma":[0.9723785,0.0003695272,0.02224829,0.004222825,0.00002714978,0.000003353628,9.969182e-7,0.000006089842,0.0007432693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9043565,"threshold_uncertainty_score":0.2581439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005872795049027366,"score_gpt":0.2429118067513352,"score_spread":0.2370390117023078,"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."}}