{"id":"W3216594401","doi":"10.3390/cancers13236033","title":"Pre-Clinical In Vitro Models Used in Cancer Research: Results of a Worldwide Survey","year":2021,"lang":"en","type":"article","venue":"Cancers","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research Council; European Commission","keywords":"3D cell culture; Cancer; Computer science; Data science; In vitro; Medicine; Medical physics; Biology; Internal medicine","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":[0.005349959,0.00009826468,0.0003247466,0.0003018591,0.00001411482,0.00001704742,0.0003321337,0.0001481597,0.00006699158],"category_scores_gemma":[0.003423851,0.0001054825,0.00004697268,0.001840448,0.000227846,0.00007507074,0.0001455626,0.0009838268,0.000007110161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467764,"about_ca_system_score_gemma":0.001457003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01617393,"about_ca_topic_score_gemma":0.03382377,"domain_scores_codex":[0.9971744,0.000630292,0.0006459468,0.0003360919,0.0006339503,0.0005792945],"domain_scores_gemma":[0.9970466,0.00216828,0.00002950217,0.0004060935,0.0001839897,0.0001654721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002325577,0.0001478105,0.08396811,0.0006867808,0.000141303,0.0003094477,0.002875128,0.769036,0.05560818,0.00007441054,0.01868374,0.06614354],"study_design_scores_gemma":[0.00507624,0.00006745403,0.3553918,0.001015354,0.000004361327,0.000001017098,0.0002107319,0.5469716,0.08584828,0.0009443337,0.004054589,0.000414249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952598,0.001127183,0.0001212708,0.0001986479,0.0003228656,0.0001919662,0.0001050932,0.00003465427,0.002638514],"genre_scores_gemma":[0.9977364,0.001247892,0.0003818043,0.00001971973,0.0000611793,0.00006696323,0.00002091815,0.00002809471,0.0004370231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2714237,"threshold_uncertainty_score":0.9903774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2621579931689605,"score_gpt":0.4547613467438256,"score_spread":0.192603353574865,"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."}}