{"id":"W4235282471","doi":"10.4000/corpus.5885","title":"Introduction","year":2021,"lang":"en","type":"article","venue":"Corpus","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002379546,0.000920033,0.0005733141,0.001880064,0.003022538,0.00535796,0.00245574,0.001835812,0.3795286],"category_scores_gemma":[0.007038132,0.0003526623,0.0005638768,0.002326926,0.001576175,0.002723794,0.003114181,0.001610855,0.1749612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005504015,"about_ca_system_score_gemma":0.008273273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06347051,"about_ca_topic_score_gemma":0.0762772,"domain_scores_codex":[0.9980804,0.0002696261,0.00009150273,0.0005228968,0.0007354151,0.0003001673],"domain_scores_gemma":[0.9970305,0.0003739065,0.0001257392,0.0004200071,0.001620588,0.0004292255],"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":[0.0001516871,0.00005786168,0.002613124,0.0004971609,0.00001500767,0.0002970707,0.002576184,0.0002096048,0.001153231,0.07199843,0.6440021,0.2764285],"study_design_scores_gemma":[0.00000577786,0.00001243923,0.00166526,0.0001483611,0.000003579356,0.0001065647,0.0003886099,0.00004240402,0.0001853669,0.002993284,0.994439,0.000009352643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006347496,0.005218386,0.01572864,0.01402461,0.004468335,0.0007176241,0.0192286,0.002279878,0.9319865],"genre_scores_gemma":[0.03870895,0.003756852,0.01241389,0.005783901,0.001090351,0.000766416,0.01437492,0.00111957,0.9219852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6204714,"threshold_uncertainty_score":0.8850272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173127219468626,"score_gpt":0.270843824496064,"score_spread":0.2591125523013777,"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."}}