{"id":"W6949201899","doi":"10.5281/zenodo.11983705","title":"Liaison xl test menu pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Nucleofection; Reliability (semiconductor); Limiting; Troubleshooting; Filter (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001616004,0.001716507,0.001486541,0.003063982,0.001975342,0.007528271,0.003617696,0.003113799,0.9564754],"category_scores_gemma":[0.01353161,0.001207414,0.001174971,0.002163906,0.0008072793,0.007324581,0.003296694,0.002843609,0.9031157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001689867,"about_ca_system_score_gemma":0.002390183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391762,"about_ca_topic_score_gemma":0.004743288,"domain_scores_codex":[0.9981857,0.0001345803,0.0001130254,0.0001985227,0.001195887,0.0001722859],"domain_scores_gemma":[0.9914956,0.001349807,0.0001893269,0.0009598866,0.005277527,0.0007278688],"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":[0.00005382642,0.00003460511,0.00004438942,0.0001705798,0.000002646858,0.00006191508,0.00002593079,0.00004866305,0.0004768691,0.0006656419,0.968208,0.03020687],"study_design_scores_gemma":[0.00003128274,0.00004274617,0.0003204074,0.0001149065,0.000004513872,0.0001178512,0.00008251138,0.0001138101,0.001213601,0.001003257,0.9969342,0.00002090361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006022777,0.0005632287,0.004322324,0.002111983,0.003540931,0.0006403067,0.01537612,0.02986062,0.9429821],"genre_scores_gemma":[0.00235668,0.0003136734,0.001946744,0.001142095,0.0005485173,0.000250208,0.00772666,0.008347924,0.9773676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04352456,"threshold_uncertainty_score":0.06208253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669753337320984,"score_gpt":0.2309153187070016,"score_spread":0.1742177853337918,"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."}}