{"id":"W6950671703","doi":"10.5281/zenodo.593938","title":"phylotastic/datelife: datelife v0.6.7","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Fusible alloy; Triacetin; Durvalumab","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":[0.003999571,0.002440769,0.002449144,0.0032638,0.002045023,0.006416342,0.004496102,0.002822774,0.4671071],"category_scores_gemma":[0.01263464,0.003392212,0.002735546,0.003939439,0.0008378564,0.006159588,0.005338448,0.004348166,0.517719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389848,"about_ca_system_score_gemma":0.002163576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007571435,"about_ca_topic_score_gemma":0.009222575,"domain_scores_codex":[0.9983478,0.0002494069,0.0001547221,0.000492205,0.0004970622,0.0002587611],"domain_scores_gemma":[0.9943112,0.001488813,0.0003683125,0.001971128,0.001323487,0.0005369953],"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":[0.0001573561,0.00001835291,0.0006401639,0.00047759,0.00002832658,0.00004670219,0.0001167591,0.0002145848,0.0005238329,0.001312357,0.9877374,0.008726433],"study_design_scores_gemma":[0.00009432154,0.00001637288,0.001170313,0.0001884459,0.00002200526,0.000098322,0.00004659562,0.0005015744,0.002076568,0.003844324,0.9918432,0.00009795457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.0005920426,0.0002309816,0.01946746,0.0005944629,0.0007973139,0.00009782729,0.5869076,0.3714834,0.01982889],"genre_scores_gemma":[0.004329715,0.0003033678,0.0247151,0.001180224,0.000182907,0.0004767491,0.58029,0.3651482,0.02337363],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.4671071,"threshold_uncertainty_score":0.760107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283012141151812,"score_gpt":0.2296513359096538,"score_spread":0.2068212144981357,"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."}}