{"id":"W6913016598","doi":"10.5281/zenodo.7455536","title":"mhvk/screens: v0.1","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Work (physics); Identification (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001533696,0.003063514,0.00225013,0.002021695,0.0013222,0.00495239,0.005538549,0.002970294,0.7172545],"category_scores_gemma":[0.005897651,0.002168363,0.001640247,0.001690994,0.0007355521,0.003499933,0.004073785,0.002503248,0.7587778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158916,"about_ca_system_score_gemma":0.001076066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008336421,"about_ca_topic_score_gemma":0.009510131,"domain_scores_codex":[0.998755,0.0001652144,0.00006178894,0.0001931832,0.000581426,0.0002434187],"domain_scores_gemma":[0.9975269,0.0005130765,0.00006962923,0.0008507131,0.0006857758,0.000353855],"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":[0.000200279,0.00002739152,0.00007249234,0.0001926133,0.00001538353,0.00003229758,0.00003365213,0.0001917705,0.000905579,0.001417189,0.9883088,0.008602576],"study_design_scores_gemma":[0.0001785691,0.00003316636,0.0004882279,0.00008623826,0.00002058451,0.00008867943,0.00002469809,0.00106655,0.00522788,0.002755214,0.9899514,0.00007878892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0009961767,0.000317897,0.02168124,0.0006018966,0.0005038823,0.0003654299,0.2764842,0.4980597,0.2009897],"genre_scores_gemma":[0.009862049,0.0003051211,0.009144573,0.0007089318,0.0001699626,0.0007004022,0.390298,0.3125874,0.2762235],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7172545,"threshold_uncertainty_score":0.4033021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03812290170307032,"score_gpt":0.2477949447069399,"score_spread":0.2096720430038696,"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."}}