{"id":"W6949246813","doi":"10.5281/zenodo.12022607","title":"th5110d1022 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermostat; Download; Temperature control; Direct digital control; Control system","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001817356,0.0001970153,0.0001438934,0.0001610023,0.0003028341,0.000345237,0.0006828807,0.0002332071,0.04653983],"category_scores_gemma":[0.00008644018,0.0002046717,0.00009353388,0.000162285,0.0001174759,0.000002819108,0.000556976,0.0002388307,0.05116337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000288858,"about_ca_system_score_gemma":0.000004332053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002111076,"about_ca_topic_score_gemma":0.00000167816,"domain_scores_codex":[0.9987672,0.0001088105,0.0001523428,0.0005119928,0.0001913879,0.000268273],"domain_scores_gemma":[0.9992534,0.00000172264,0.00006241296,0.0004702584,0.00009914393,0.0001130806],"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":[0.00002232935,0.00005062775,3.338476e-7,0.0001195272,0.00008901691,0.000009531943,0.00004857398,0.000001540241,0.02401309,0.0002538686,0.9651296,0.01026195],"study_design_scores_gemma":[0.0002173921,0.0001754175,0.000003673176,0.00006473037,0.00002617227,0.00004498056,0.00002751912,0.0000113553,0.001477307,0.00004568468,0.997676,0.0002297254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001475683,0.001250023,0.001177262,0.0001399955,0.0003583774,0.0002595425,0.0003444828,0.0004072753,0.9959155],"genre_scores_gemma":[0.006338225,0.0006847475,0.0001860358,0.0002067184,0.001060561,4.725889e-8,0.005799326,0.01003617,0.9756882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03254643,"threshold_uncertainty_score":0.9543318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116689214441035,"score_gpt":0.2304352511735415,"score_spread":0.2092683590291312,"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."}}