{"id":"W4320492395","doi":"10.3390/life13020500","title":"The Unresolved Methodological Challenge of Detecting Neuroplastic Changes in Astronauts","year":2023,"lang":"en","type":"article","venue":"Life","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Canadian Space Agency","keywords":"Spaceflight; Neuroimaging; Neuroplasticity; Neuroscience; Weightlessness; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001028905,0.00008998577,0.000273207,0.0001089072,0.00003932077,0.000003105761,0.00009098545,0.00009244454,0.0000198958],"category_scores_gemma":[0.005997479,0.00005314074,0.00004091998,0.0003240051,0.00008748151,0.000007983343,0.00008345494,0.0002222337,0.00004230678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001320815,"about_ca_system_score_gemma":0.00002640468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000126418,"about_ca_topic_score_gemma":0.0001420766,"domain_scores_codex":[0.9988379,0.0004082147,0.0001655139,0.0001802165,0.0001238673,0.0002842439],"domain_scores_gemma":[0.9956256,0.00401259,0.00006835916,0.0001966836,0.00002513265,0.0000716537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003468373,0.0003497294,0.2614946,0.0006166457,0.0003169651,0.0009301462,0.002654966,0.000205446,0.5660654,0.003559915,0.001621583,0.1587163],"study_design_scores_gemma":[0.001703868,0.002245188,0.973808,0.0001117447,0.00003918261,0.0000261779,0.0006460741,0.00280165,0.01205524,0.0002557305,0.006172244,0.0001348874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875451,0.0003234744,0.000121127,0.01078311,0.0003175666,0.0002614514,0.000001211429,0.000104203,0.0005427006],"genre_scores_gemma":[0.9988679,0.0001714176,0.0004059172,0.0002313445,0.0001546477,0.00003391033,0.000001681333,0.00001289242,0.0001202863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7123134,"threshold_uncertainty_score":0.7179977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133039595640188,"score_gpt":0.3681781563612395,"score_spread":0.2351385607210515,"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."}}