{"id":"W2002340548","doi":"10.1038/nmeth.2531","title":"Multidimensional data","year":2013,"lang":"en","type":"article","venue":"Nature Methods","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre","funders":"National Cancer Institute","keywords":"Computational biology; Computer science; Biology","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":[0.001555359,0.00159843,0.000958373,0.004037424,0.001135306,0.003939153,0.001656501,0.001056542,0.08921501],"category_scores_gemma":[0.00547012,0.0008948147,0.001595789,0.00418723,0.0005136374,0.002536537,0.003698417,0.001743631,0.05836068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004749738,"about_ca_system_score_gemma":0.001245678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008374864,"about_ca_topic_score_gemma":0.001205791,"domain_scores_codex":[0.9984356,0.0001358606,0.0001638573,0.0004286108,0.0007237078,0.0001124661],"domain_scores_gemma":[0.9963792,0.0004456956,0.0001525551,0.001904937,0.0009658678,0.0001517482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000497546,0.0002328102,0.003114837,0.001157731,0.0002315561,0.0002488329,0.0003438695,0.005094691,0.06673004,0.02553922,0.4732955,0.4235134],"study_design_scores_gemma":[0.00008314576,0.0001106925,0.007363128,0.0002372156,0.00011469,0.0007683294,0.0003794206,0.05948544,0.08988439,0.03780393,0.8035313,0.0002382653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006820408,0.000658492,0.7147697,0.001041364,0.001038938,0.0005435956,0.1751643,0.0739234,0.02603985],"genre_scores_gemma":[0.0487098,0.001396992,0.6516128,0.0006249892,0.0002879504,0.00262343,0.259886,0.01035647,0.02450156],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08921501,"threshold_uncertainty_score":0.2984539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183134444884777,"score_gpt":0.40536762865237,"score_spread":0.3870541841638923,"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."}}