{"id":"W4243733772","doi":"10.7202/1071915ar","title":"Preface","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001157857,0.0008588805,0.000521389,0.0032719,0.0023449,0.003151045,0.00104493,0.000790274,0.4848448],"category_scores_gemma":[0.009826571,0.0002178786,0.0004162309,0.001794027,0.0005067881,0.001854083,0.001531731,0.002345295,0.3193162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629782,"about_ca_system_score_gemma":0.001989532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006006914,"about_ca_topic_score_gemma":0.007739777,"domain_scores_codex":[0.9994106,0.00009126912,0.00003456948,0.00008660401,0.0003257482,0.00005119163],"domain_scores_gemma":[0.9960305,0.0007029562,0.0001115035,0.0003026243,0.00242037,0.0004320394],"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":[0.00002329147,0.00001387443,0.00006562076,0.00006962163,0.000001159774,0.00003707824,0.00004014302,0.00002447814,0.00007251382,0.003982912,0.9621825,0.03348683],"study_design_scores_gemma":[0.00000267772,0.000004709991,0.0001601218,0.00007616357,0.00000110879,0.00003140888,0.0000447477,0.00001541614,0.00006007432,0.001450403,0.9981504,0.000002711789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001053494,0.00672579,0.004082905,0.01750505,0.1973571,0.0004645938,0.009907271,0.001123916,0.7617799],"genre_scores_gemma":[0.003495943,0.00262987,0.001473809,0.003494778,0.01534832,0.0001889328,0.005157451,0.0005470343,0.9676638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4848448,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06376252860452138,"score_gpt":0.2388356878388946,"score_spread":0.1750731592343732,"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."}}