{"id":"W2786857379","doi":"10.5281/zenodo.1169178","title":"seandavi/awesome-single-cell 2018-02-08-1","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001826729,0.00381625,0.003655318,0.004408757,0.001821924,0.003877217,0.00652738,0.003055765,0.2310303],"category_scores_gemma":[0.004137928,0.003872511,0.003248521,0.003276007,0.0007088205,0.00314143,0.003846359,0.003513057,0.3424642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009093392,"about_ca_system_score_gemma":0.001448673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002669369,"about_ca_topic_score_gemma":0.003821464,"domain_scores_codex":[0.9988563,0.0001021761,0.000110081,0.0003776534,0.0004228203,0.00013105],"domain_scores_gemma":[0.9982023,0.0005384802,0.0001140157,0.0005678384,0.000367512,0.000209921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002811049,0.00004169105,0.0009433683,0.002047,0.0002078124,0.0001975856,0.0001509378,0.001037874,0.01602602,0.003124385,0.9385124,0.03742981],"study_design_scores_gemma":[0.0002775569,0.00005777028,0.002832246,0.0003243864,0.0001226272,0.0005733927,0.00004649761,0.006690341,0.02835463,0.01062597,0.9498823,0.0002122217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001130289,0.0009284564,0.1055373,0.000365687,0.0006227508,0.0002283463,0.4303898,0.4427193,0.01807804],"genre_scores_gemma":[0.005195921,0.0009252171,0.1037208,0.0008776386,0.0001516337,0.00187563,0.6712044,0.2010246,0.01502413],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7689697,"threshold_uncertainty_score":0.7728734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0402725477120982,"score_gpt":0.2736913457432317,"score_spread":0.2334187980311335,"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."}}