{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002544035,0.0006359515,0.00077584,0.000742303,0.0003522655,0.002083077,0.0009170063,0.001324202,0.002597379],"category_scores_gemma":[0.001549589,0.0003665909,0.0007860632,0.0004227246,0.0008305823,0.001769284,0.0007573016,0.001774596,0.0009725175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000873743,"about_ca_system_score_gemma":0.000934776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182354,"about_ca_topic_score_gemma":0.001803729,"domain_scores_codex":[0.9993255,0.000208826,0.00004593353,0.0001004878,0.0002399233,0.00007924078],"domain_scores_gemma":[0.9987068,0.0004731876,0.0001823687,0.00009398798,0.0003947371,0.0001488605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006790198,0.0004456998,0.003023828,0.009442892,0.0001874703,0.0007423557,0.0005466925,0.006545693,0.513447,0.02163803,0.02699069,0.4163106],"study_design_scores_gemma":[0.0001160802,0.0021424,0.003990239,0.002079762,0.0003897759,0.002559891,0.0007825861,0.01083119,0.2352787,0.01364136,0.7279825,0.0002056254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06732946,0.7743779,0.1083012,0.02283279,0.001667662,0.0004485862,0.00146519,0.001391158,0.02218599],"genre_scores_gemma":[0.32724,0.5821968,0.07136103,0.006460147,0.0005928017,0.001064969,0.002161382,0.0003144052,0.008608544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002597379,"threshold_uncertainty_score":0.01345426,"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."}}