{"id":"W2106306913","doi":"10.1186/1743-8977-7-24","title":"Dr Val Vallyathan: in memoriam","year":2010,"lang":"en","type":"article","venue":"Particle and Fibre Toxicology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Crystallography; Psychology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001472622,0.001264877,0.001201083,0.0008333221,0.001623369,0.002931003,0.001661176,0.004451834,0.03775032],"category_scores_gemma":[0.019524,0.0003990124,0.0008250542,0.000286336,0.001053649,0.002414423,0.001690925,0.01138411,0.02506174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001932368,"about_ca_system_score_gemma":0.002679842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127582,"about_ca_topic_score_gemma":0.00230879,"domain_scores_codex":[0.9987948,0.0002006093,0.0001177906,0.0002946964,0.0004160577,0.000176117],"domain_scores_gemma":[0.9943896,0.0008233477,0.0002887637,0.0001737615,0.00257442,0.001750037],"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":[0.00002396867,0.000009957185,0.0001527759,0.00003771312,0.000004751646,0.0008522162,0.00004418628,0.00002680202,0.00004971154,0.0003437461,0.9913777,0.007076345],"study_design_scores_gemma":[0.00001930899,0.00003379277,0.0004831034,0.0001778067,0.000008479342,0.005464777,0.0002317546,0.00009221728,0.0001456774,0.0007955068,0.9925282,0.00001942185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0009864218,0.0115756,0.0006954596,0.3499815,0.6201509,0.0001080483,0.0004284909,0.0003459418,0.01572762],"genre_scores_gemma":[0.02173685,0.01576168,0.001025746,0.3791316,0.4199263,0.0003426045,0.0006176122,0.000292518,0.1611652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03775032,"threshold_uncertainty_score":0.1262875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134331990798881,"score_gpt":0.3117355866261996,"score_spread":0.2803922667182108,"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."}}