{"id":"W4389978335","doi":"10.21810/sfuer.v15i1.6182","title":"Cell Death & Certainty","year":2023,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certainty; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002632438,0.0006706576,0.0005470839,0.001164469,0.001110818,0.00313543,0.0008798175,0.003174651,0.008687283],"category_scores_gemma":[0.004884534,0.0002695984,0.0003090688,0.000567393,0.002421387,0.003506675,0.001052279,0.006881385,0.006878271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003456308,"about_ca_system_score_gemma":0.002594579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002756138,"about_ca_topic_score_gemma":0.005224309,"domain_scores_codex":[0.9988132,0.0002057492,0.00008773951,0.0001794988,0.0006024016,0.0001115545],"domain_scores_gemma":[0.9971698,0.0007661385,0.0001714645,0.00009631259,0.001459267,0.000337114],"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":[0.00002560619,0.00001864767,0.00007029058,0.001169456,0.00001425777,0.0002119598,0.0001624845,0.0000524853,0.0005963377,0.03254535,0.7324298,0.2327033],"study_design_scores_gemma":[0.000002789086,0.00001544703,0.00005979644,0.0001973948,0.000002795903,0.0002578174,0.00004004135,0.000008494878,0.0001589605,0.001381687,0.9978709,0.000003813773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0004548851,0.7802477,0.001770895,0.1367459,0.04781318,0.00004889771,0.00007850947,0.0001014215,0.03273862],"genre_scores_gemma":[0.00929763,0.8330783,0.001419404,0.06011718,0.03126939,0.00006979812,0.000107305,0.00007904059,0.06456199],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008687283,"threshold_uncertainty_score":0.02906185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233087835634092,"score_gpt":0.3526032554846407,"score_spread":0.3292944719212315,"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."}}