{"id":"W4389139465","doi":"10.1007/s12192-023-01396-z","title":"Transitions","year":2023,"lang":"en","type":"letter","venue":"Cell Stress and Chaperones","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computational biology; Biology; Chemistry; Physics; Cell biology; Biophysics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003751514,0.0003523791,0.0003396639,0.0001642641,0.0001901729,0.00009771624,0.0001852614,0.0005622544,0.0004784636],"category_scores_gemma":[0.000002903585,0.0003273877,0.0001084753,0.000148124,0.0001659134,0.00006362391,0.0000487705,0.000869928,0.002850255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001916965,"about_ca_system_score_gemma":0.00002225839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000867162,"about_ca_topic_score_gemma":0.0000702118,"domain_scores_codex":[0.9985535,0.00004830021,0.0001939541,0.0004897331,0.0002709666,0.0004435104],"domain_scores_gemma":[0.9994307,0.00007090293,0.00007744125,0.0003174706,0.00003683325,0.00006667288],"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":[0.000002818725,0.00002153212,0.00002086671,0.0005407116,0.00003179199,0.0003302017,0.0003974162,0.000003918418,0.0003200813,0.00001574436,0.998041,0.00027388],"study_design_scores_gemma":[0.0002784373,0.00003652916,0.0002307936,0.0002223309,0.0001391984,0.000007175269,0.000265668,0.0000394382,0.0005676132,0.0001486333,0.9975568,0.0005074058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01692738,0.005116321,0.00002366257,0.9424222,0.001420107,0.0006776013,0.01430805,0.001475086,0.0176296],"genre_scores_gemma":[0.06594977,0.004715928,0.0001702395,0.7213361,0.02573536,0.0007383969,0.02414382,0.002439258,0.1547711],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2210861,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0221156840192529,"score_gpt":0.2239884429938024,"score_spread":0.2018727589745495,"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."}}