{"id":"W3169088844","doi":"10.1161/strokeaha.121.035333","title":"Starting Your Independent Research Laboratory","year":2021,"lang":"en","type":"article","venue":"Stroke","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Biological sciences; Basic research; Medical laboratory; MEDLINE; Medical research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00132211,0.00003540188,0.00005443595,0.00006039544,0.0006310185,0.00017551,0.0001265134,0.00003471337,0.001729338],"category_scores_gemma":[0.0002594775,0.00003800779,0.00002752456,0.0003652751,0.00009620542,0.0000939185,0.0001161948,0.0001627199,0.0001776344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008842094,"about_ca_system_score_gemma":0.000435767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385952,"about_ca_topic_score_gemma":0.009018125,"domain_scores_codex":[0.9986045,0.0002695732,0.00009245893,0.00015873,0.0005698277,0.0003049011],"domain_scores_gemma":[0.9993424,0.00005657443,0.00001942095,0.0001430391,0.0003581833,0.00008042052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000117516,0.0002183629,0.0290028,0.00003324375,0.00006480573,0.0002276781,0.03065551,0.0000214512,0.00430061,0.8094443,0.06139509,0.06462439],"study_design_scores_gemma":[0.0001529453,0.00002191746,0.003908691,0.00002113201,0.000005894344,6.663019e-8,0.1285564,0.000018029,0.0008964445,0.008740745,0.8575745,0.0001032832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.44658,0.0002608881,0.0001052842,0.009818148,0.000353735,0.0001137838,0.00002156189,0.00005589175,0.5426908],"genre_scores_gemma":[0.9749748,0.0000992813,0.0002021731,0.0001654773,0.0002610558,0.00001116655,0.00000305633,0.000003550365,0.02427947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8007036,"threshold_uncertainty_score":0.9991832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292587137024108,"score_gpt":0.4148389371886406,"score_spread":0.2855802234862298,"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."}}