{"id":"W1966519625","doi":"10.4161/cc.21558","title":"Niche science","year":2012,"lang":"en","type":"article","venue":"Cell Cycle","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"National Institute on Aging","keywords":"Biology; Niche; Computational biology; Evolutionary biology; Cell biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003480489,0.00006036269,0.00004325529,0.00003237929,0.0001005125,0.00001835093,0.0002708088,0.00004507942,0.00006039448],"category_scores_gemma":[0.00003742528,0.0000556383,0.00002975945,0.0001253216,0.0001589499,0.000005575042,0.0002140982,0.00005484013,0.0003597643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001354513,"about_ca_system_score_gemma":0.00006245974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005973413,"about_ca_topic_score_gemma":8.433752e-7,"domain_scores_codex":[0.999145,0.00001899359,0.0000638916,0.0001770022,0.0001833389,0.0004117277],"domain_scores_gemma":[0.9994659,0.000004265371,0.00001778396,0.0003046918,0.00004085608,0.000166497],"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":[0.000005045438,0.00004974971,0.005626544,0.00000604258,0.000001602129,4.136666e-7,0.00001947892,0.000007981704,0.9918495,0.00002292738,0.001805707,0.0006050183],"study_design_scores_gemma":[0.0001188495,0.00003238382,0.00614377,0.000001102055,0.000001766264,0.000003967152,0.00002293395,0.00003852322,0.9348172,0.00001092279,0.05873125,0.00007732613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262882,0.0008915007,0.0001615558,0.00004087155,0.0001480494,0.00006703215,0.000001651951,0.000008084496,0.07239298],"genre_scores_gemma":[0.9950759,0.00005092118,0.0003255577,0.00009935025,0.0001941001,0.000005813176,0.000007349284,0.000009816324,0.004231159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06878766,"threshold_uncertainty_score":0.4624163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157482713858339,"score_gpt":0.2734944589449926,"score_spread":0.2619196318064092,"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."}}