{"id":"W4400356935","doi":"10.1007/978-1-0716-4031-9_16","title":"Histological Methods Used in the Study of Protocorm. I. Background Information and References","year":2024,"lang":"en","type":"book-chapter","venue":"Springer protocols handbooks/Springer protocols","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biology; Computer science; Information retrieval; Computational biology","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"],"consensus_categories":[],"category_scores_codex":[0.002584589,0.0008472172,0.001185728,0.0001618785,0.0002234589,0.0005243013,0.001286839,0.0007185639,0.0002817215],"category_scores_gemma":[0.00005765822,0.0003450574,0.0002382135,0.0002129826,0.0002981431,0.0003376878,0.0005924317,0.001248323,0.00006434273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009670556,"about_ca_system_score_gemma":0.00009118106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386936,"about_ca_topic_score_gemma":0.0006927256,"domain_scores_codex":[0.995574,0.0004066311,0.001702369,0.0008971957,0.0008297851,0.0005900156],"domain_scores_gemma":[0.9976556,0.0005801829,0.0009834307,0.000460922,0.0001680613,0.0001518412],"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":[0.003928267,0.003304519,0.02771873,0.007975652,0.0009660289,0.000285852,0.00865679,0.00002623723,0.02748239,0.135287,0.0008012329,0.7835673],"study_design_scores_gemma":[0.00137449,0.004697146,0.009437885,0.002982442,0.00009778134,0.0000369334,0.0005483951,0.00003195526,0.001650767,0.01298558,0.965046,0.001110576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01088918,0.0001155019,0.00002932939,0.0001005398,0.00006339131,0.9326329,0.00009676895,0.0001412472,0.05593109],"genre_scores_gemma":[0.008355035,0.00001043076,0.001101896,0.00007626152,0.0002377487,0.9856048,0.00002864989,0.00001116917,0.004574055],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9642448,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413935954922447,"score_gpt":0.3413579035196809,"score_spread":0.1999643080274361,"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."}}