{"id":"W6950440725","doi":"10.5281/zenodo.7935158","title":"HSF/phoenix: v2.14.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Process (computing); Troubleshooting; Work (physics); Identification (biology); Action (physics)","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":[0.003168326,0.003887509,0.001597188,0.002321927,0.0008606276,0.004635365,0.00490789,0.002901052,0.3721865],"category_scores_gemma":[0.01036134,0.002434534,0.001683052,0.001495577,0.001180427,0.005249511,0.003871257,0.003830438,0.4975847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001494547,"about_ca_system_score_gemma":0.001292625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004212777,"about_ca_topic_score_gemma":0.002377837,"domain_scores_codex":[0.9979718,0.0002720592,0.0001277391,0.0004796858,0.0007992926,0.0003493566],"domain_scores_gemma":[0.9972034,0.0005361083,0.000183635,0.001073496,0.0006872272,0.0003162267],"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":[0.000338826,0.00003163796,0.0003748845,0.0003003604,0.00003917967,0.00007547399,0.00007064283,0.000709211,0.001847281,0.003660755,0.9696546,0.02289725],"study_design_scores_gemma":[0.0002908049,0.00005452637,0.0007382651,0.0001298308,0.00002903473,0.0002072448,0.0000328629,0.003326137,0.0122939,0.005905335,0.9768795,0.000112538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008920299,0.0003135033,0.04064327,0.0004851381,0.000380245,0.000159558,0.04387659,0.8692709,0.04397879],"genre_scores_gemma":[0.01521227,0.0005758537,0.0344051,0.001319448,0.0003756488,0.0005561117,0.1301824,0.7202331,0.09714007],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3721865,"threshold_uncertainty_score":0.8954997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996244832511169,"score_gpt":0.2584490995030913,"score_spread":0.2184866511779796,"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."}}