{"id":"W2749218590","doi":"10.1007/978-1-4939-7225-8_17","title":"Light Microscopy, Transmission Electron Microscopy, and Immunohistochemistry Protocols for Studying Photorespiration","year":2017,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Photosynthetic Processes and Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Photorespiration; Transmission electron microscopy; Electron microscope; Immunohistochemistry; Microscopy; Resolution (logic); Biology; Pathology; Ultrastructure; Staining; High-resolution transmission electron microscopy; Biophysics; Cell biology; Biological system; Nanotechnology; Chemistry; Materials science; Computer science; Botany; Optics; Artificial intelligence; Physics; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0009450242,0.0002541694,0.000311243,0.00005359136,0.0002952617,0.00007189555,0.0004496418,0.0003772487,0.000004233386],"category_scores_gemma":[0.0003116702,0.0002428246,0.0001004449,0.00003406508,0.0001104085,0.000006503285,0.0001647567,0.0001469675,3.723892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002659177,"about_ca_system_score_gemma":0.0001036019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001873116,"about_ca_topic_score_gemma":0.000003596942,"domain_scores_codex":[0.9983721,0.0001840844,0.000321594,0.0006612861,0.00005220868,0.0004086874],"domain_scores_gemma":[0.9989486,0.00002476837,0.0002237807,0.000654649,0.00007328756,0.00007493467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002840101,0.00006632136,0.0001231445,0.00009485336,0.00002561207,0.000001964643,0.00003840841,8.051969e-7,0.9892582,0.0001667573,0.000009636807,0.009930272],"study_design_scores_gemma":[0.001181828,0.0006624406,0.0000297021,0.00006091729,0.00001904545,0.00001635551,0.00001515941,0.00005385458,0.9705207,0.002765703,0.0244021,0.0002721547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2452042,0.0008737065,0.7497903,0.0001387416,0.00008701748,0.003679601,0.00001004175,0.00001091678,0.0002055155],"genre_scores_gemma":[0.2086694,0.0001964139,0.7820812,0.0003959376,0.0001167946,0.008174163,0.00007477259,0.00007955274,0.0002117409],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03653481,"threshold_uncertainty_score":0.9902099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218781951203438,"score_gpt":0.4376984779499073,"score_spread":0.4158202828295635,"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."}}