{"id":"W4232529329","doi":"10.17266/cx","title":"Connections","year":2022,"lang":"en","type":"paratext","venue":"Connections","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":["insufficient_payload"],"category_scores_codex":[0.0007669061,0.00223539,0.0006585707,0.002116874,0.001501604,0.005517978,0.001787304,0.002238004,0.6735017],"category_scores_gemma":[0.005382045,0.001101599,0.0007282704,0.002082213,0.0008373607,0.006618151,0.004157957,0.001966841,0.5198274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220838,"about_ca_system_score_gemma":0.0009480426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003847822,"about_ca_topic_score_gemma":0.00502746,"domain_scores_codex":[0.9990115,0.0001693919,0.00004897049,0.0001828307,0.0004540831,0.000133143],"domain_scores_gemma":[0.9981722,0.0004771436,0.00006576131,0.0006246273,0.0004448137,0.0002155067],"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":[0.0001026172,0.00005073379,0.0002068509,0.00017741,0.000006689095,0.0001008273,0.0001361302,0.000358445,0.0005313766,0.02951844,0.9110172,0.05779329],"study_design_scores_gemma":[0.000033581,0.00001290509,0.0001562521,0.00005181019,0.000006815086,0.0001109029,0.0000485224,0.0007231223,0.001518312,0.01224208,0.9850731,0.0000224869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001475801,0.0002055306,0.02619928,0.000934508,0.0006585138,0.0002443722,0.03165976,0.06426112,0.8743611],"genre_scores_gemma":[0.01527935,0.0004279303,0.007234569,0.0006038762,0.0002287963,0.0002526899,0.02702757,0.03376122,0.915184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3264983,"threshold_uncertainty_score":0.4657102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074709337138991,"score_gpt":0.3084786540836752,"score_spread":0.2677315607122853,"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."}}