{"id":"W4233654530","doi":"10.33137/incite.1.28913","title":"This Is a Test","year":2018,"lang":"en","type":"article","venue":"in cite journal","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Poetry; Word (group theory); Linguistics; History; Computer science; Psychology; Literature; Art; Philosophy; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000712588,0.00004375411,0.00006668136,0.00008064387,0.0003545267,0.0001770505,0.0002169326,0.00004645191,0.008531361],"category_scores_gemma":[0.0001483785,0.00003806423,0.00003789389,0.000259695,0.0001400643,0.0002061934,0.00002264037,0.0001677739,0.0005933723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008284281,"about_ca_system_score_gemma":0.0001034119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002255144,"about_ca_topic_score_gemma":0.0006270743,"domain_scores_codex":[0.9991889,0.00004736955,0.00013212,0.00006839939,0.0003426575,0.000220538],"domain_scores_gemma":[0.9996282,0.0001010126,0.00006019133,0.00004998369,0.00008462301,0.0000759153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005812406,0.00006280568,0.8246104,6.456278e-7,0.000007385735,0.00001846648,0.04110832,2.660742e-8,0.0001809618,0.0007523142,0.1273838,0.005869072],"study_design_scores_gemma":[0.0004996966,0.0001118702,0.184231,0.00004495234,0.000007452375,0.00001044923,0.004496299,0.00002313788,0.00006296791,0.003551924,0.8068248,0.000135468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3582733,0.00009874043,0.00002349087,0.006946746,0.0009787101,0.0000591771,9.732991e-7,0.00001727524,0.6336015],"genre_scores_gemma":[0.9776101,0.0002075597,0.0004140176,0.0008669169,0.002408903,9.20285e-7,8.25614e-8,0.000004468143,0.01848703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.679441,"threshold_uncertainty_score":0.992375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196580548309461,"score_gpt":0.39616559617925,"score_spread":0.3541997906961554,"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."}}