{"id":"W4252137971","doi":"10.25071/1923-9408.25921","title":"","year":2018,"lang":"","type":"article","venue":"Tessera","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006448805,0.0007574864,0.0004599338,0.001819933,0.001828364,0.006182197,0.0008120934,0.001375639,0.5995798],"category_scores_gemma":[0.001963628,0.000251601,0.0004490602,0.001489639,0.001156991,0.002062161,0.002249685,0.00117147,0.4870138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111145,"about_ca_system_score_gemma":0.001905747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00171406,"about_ca_topic_score_gemma":0.003096838,"domain_scores_codex":[0.9994268,0.00005109929,0.00002864028,0.0001063107,0.0002818113,0.0001054658],"domain_scores_gemma":[0.9991705,0.00008448094,0.00003604145,0.0001765614,0.0003318764,0.0002005405],"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":[0.0002880613,0.0001328959,0.001009727,0.0003004677,0.00002409392,0.0002883268,0.0003233973,0.0002401241,0.003537338,0.05308213,0.6130267,0.3277468],"study_design_scores_gemma":[0.000008980966,0.00001971046,0.0004452412,0.00006310995,0.000008241233,0.0002738773,0.000124067,0.00006799044,0.001061151,0.003695346,0.9942273,0.000004801516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002352146,0.001892138,0.001774142,0.002188409,0.003785521,0.00003528646,0.001048816,0.001024388,0.9858993],"genre_scores_gemma":[0.01295105,0.001539509,0.001216988,0.0003278429,0.0005121778,0.0000132834,0.001246361,0.0003479783,0.9818448],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4004202,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334276142713388,"score_gpt":0.3103339009390455,"score_spread":0.2869911395119116,"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."}}