{"id":"W2886711895","doi":"10.3390/cancers10080255","title":"Viability Assessment Following Anticancer Treatment Requires Single-Cell Visualization","year":2018,"lang":"en","type":"article","venue":"Cancers","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Viability assay; Apoptosis; Cell; Cancer cell; Cell growth; Population; Cell culture; Cancer research; Cell biology; Cancer; Biology; Programmed cell death; Cytotoxicity; Stem cell; Chemistry; Medicine; Biochemistry; In vitro; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002353114,0.0001312321,0.0001498149,0.00006514946,0.00008532376,0.00004561084,0.0001350107,0.00006875537,0.0003224078],"category_scores_gemma":[0.00006630179,0.0001204169,0.00006728714,0.0002832268,0.0001456456,0.00009444772,0.00003218259,0.00007390281,0.00004961924],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005050305,"about_ca_system_score_gemma":0.0002757323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001477327,"about_ca_topic_score_gemma":0.0000470351,"domain_scores_codex":[0.9988502,0.00003781689,0.0001888072,0.0002335093,0.0003319344,0.0003577703],"domain_scores_gemma":[0.9994304,0.00009230863,0.00002109471,0.0002708368,0.00005243584,0.0001328945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006731061,0.0002622469,0.06111244,0.0006641244,0.0005510007,0.00004369993,0.002706099,0.01102331,0.6640292,0.001012049,0.01024932,0.2482792],"study_design_scores_gemma":[0.002385417,0.00149808,0.01955334,0.0002616031,0.00010476,0.000001786609,0.0003082867,0.3534101,0.4557503,0.0005847521,0.1651985,0.0009430505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461275,0.0001740363,0.02062691,0.00006366935,0.001316326,0.0002821539,0.000005456859,0.0003551488,0.03104884],"genre_scores_gemma":[0.9977865,0.00005968475,0.001528771,0.00003811068,0.0003062337,0.00004806267,0.00000772752,0.00003218107,0.0001927135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3423868,"threshold_uncertainty_score":0.9987691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534375577571235,"score_gpt":0.351012294725371,"score_spread":0.3156685389496586,"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."}}