{"id":"W7048227460","doi":"","title":"LabPrac Methods 2024","year":2024,"lang":"en","type":"article","venue":"MacSphere (McMaster University)","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Practicum; Focus (optics); Focus group; Rigour","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008435369,0.0001537834,0.0001272951,0.0001205554,0.00004115011,0.000082725,0.0001770538,0.00008670639,0.05820682],"category_scores_gemma":[0.000002609695,0.0001627606,0.00008223198,0.0004758502,0.00002440519,0.0002448109,0.00007020839,0.0001983581,0.00044997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008091502,"about_ca_system_score_gemma":0.00001475112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002471495,"about_ca_topic_score_gemma":0.00003057356,"domain_scores_codex":[0.999389,0.00003112721,0.00008108144,0.0002046876,0.0000549275,0.0002391906],"domain_scores_gemma":[0.9997079,0.00006177192,0.00000654134,0.0001297711,0.00001271135,0.00008130402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001317576,0.00001212552,0.00001410161,0.0003077212,0.000179093,0.0003955032,0.0008591976,0.003129956,0.04861575,0.003397585,0.02196222,0.9211136],"study_design_scores_gemma":[0.00010713,0.00001563346,0.0000063618,0.00006238805,0.00004146192,0.00001818083,0.0005675447,0.02836167,0.01316822,0.0002547507,0.9571999,0.0001967149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001683418,0.002261853,0.1002608,0.00004611055,0.001171371,0.0001248602,0.00002326475,0.0008265889,0.8936017],"genre_scores_gemma":[0.02588275,0.0002893378,0.02003331,0.00005586565,0.0001548018,0.00000124945,0.000008506981,0.00006969514,0.9535045],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9352377,"threshold_uncertainty_score":0.9426541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01437938395487539,"score_gpt":0.2300262579785026,"score_spread":0.2156468740236272,"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."}}