{"id":"W4414612909","doi":"10.1302/1358-992x.2025.8.035","title":"CURRENT LANDSCAPE OF COMPLEX BIOFABRICATED MSK TUMOUR MICROENVIRONMENT MODELS FOR THERAPEUTIC SCREENING: WHERE DO WE GO FROM HERE?","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cancer; Drug; Drug delivery; Radiation therapy; Inflammation; Chemotherapy; Disease; Lung cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002141997,0.0002987587,0.0006267739,0.0002042047,0.00009115567,0.00003327111,0.0001960408,0.0001015777,0.0002323422],"category_scores_gemma":[0.00001667245,0.000254521,0.0003236817,0.000392792,0.0001173761,0.0001257138,0.0001015349,0.000225491,0.000007899502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008023514,"about_ca_system_score_gemma":0.0001123874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005895373,"about_ca_topic_score_gemma":0.000005088455,"domain_scores_codex":[0.9981652,0.000008659214,0.0005294413,0.0005482126,0.0003490117,0.0003994946],"domain_scores_gemma":[0.9991581,0.00005030971,0.0002497238,0.0001993196,0.0001711348,0.0001714095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00233645,0.0011538,0.07692618,0.003230651,0.00107976,0.000005913937,0.0009543936,0.00003384386,0.2238512,0.002452316,0.07899848,0.608977],"study_design_scores_gemma":[0.009507194,0.0005247652,0.01467276,0.002788178,0.001793748,0.00001542675,0.001517527,0.007707894,0.01931409,0.003317051,0.9382988,0.0005425299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5643395,0.3276061,0.06755438,0.02532654,0.0009986558,0.005388388,0.0009714459,0.0004185351,0.007396548],"genre_scores_gemma":[0.9809765,0.01224415,0.005116681,0.0003898152,0.0002132628,0.0001540706,0.00008679781,0.00005190982,0.0007668019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8593004,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0364103804578986,"score_gpt":0.2835689678506744,"score_spread":0.2471585873927758,"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."}}