{"id":"W7161893767","doi":"10.82308/28589","title":"Gravity microfiltration for enriching circulating tumour cells and clusters","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stromal cell; Liquid biopsy; Biopsy; Metastasis; Circulating tumor cell; Tumour heterogeneity; Cancer; Immune system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005001778,0.0003917711,0.0003756733,0.0007463358,0.0003129167,0.0006340944,0.0003991387,0.0006775548,0.001752208],"category_scores_gemma":[0.0008992326,0.0002466144,0.0005201641,0.0004468181,0.0003867633,0.0003816012,0.000533747,0.0008041802,0.0009000474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004615546,"about_ca_system_score_gemma":0.0004845843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216181,"about_ca_topic_score_gemma":0.003632506,"domain_scores_codex":[0.9994249,0.00007373908,0.00002845841,0.0001434499,0.000256306,0.00007313259],"domain_scores_gemma":[0.999713,0.00009153064,0.00004034569,0.00002943035,0.00008060221,0.0000450379],"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":[0.0001455842,0.0001091721,0.001827089,0.0004041395,0.00005857591,0.0002444049,0.0001937895,0.001498118,0.9361923,0.002150984,0.004639761,0.05253612],"study_design_scores_gemma":[0.00006210023,0.0004760366,0.006482717,0.00008296927,0.0001054655,0.0007305026,0.00009396971,0.01961309,0.9095654,0.001061874,0.06164,0.00008584138],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4464021,0.0205886,0.4973388,0.002440662,0.00112736,0.001450016,0.002323208,0.007545412,0.02078385],"genre_scores_gemma":[0.7564832,0.00726575,0.2208932,0.001137719,0.0002116821,0.0008567405,0.002051945,0.0003810773,0.01071878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002216181,"threshold_uncertainty_score":0.0058617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155550967247762,"score_gpt":0.297574039620249,"score_spread":0.2820189428954728,"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."}}