{"id":"W4408187590","doi":"10.1038/s41557-025-01759-2","title":"Preparing and publishing a paper","year":2025,"lang":"en","type":"article","venue":"Nature Chemistry","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Publishing; Library science; Nanotechnology; Data science; Literature; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01539006,0.001291405,0.001335763,0.004170631,0.002799827,0.0131487,0.001755573,0.004693919,0.2986088],"category_scores_gemma":[0.08262087,0.001085445,0.002163733,0.002286702,0.001463404,0.005393848,0.004528135,0.007226124,0.2420107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739706,"about_ca_system_score_gemma":0.01275259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004003259,"about_ca_topic_score_gemma":0.0007607532,"domain_scores_codex":[0.9843161,0.002527665,0.002441632,0.001735969,0.007696971,0.001281723],"domain_scores_gemma":[0.8837842,0.02117913,0.005277346,0.01818086,0.04983164,0.02174665],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002707513,0.0001688499,0.0005400862,0.0007590289,0.00007382374,0.0008313024,0.0002769242,0.000359196,0.01276986,0.01212702,0.8387967,0.1330265],"study_design_scores_gemma":[0.0000504561,0.00009439558,0.0003569466,0.0001275337,0.00003228251,0.0003269342,0.0002747843,0.0001644302,0.00492544,0.008192283,0.9854147,0.00003981985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"methods","genre_scores_codex":[0.006573486,0.00385094,0.06807344,0.07741819,0.6136461,0.006617471,0.006305553,0.007037788,0.2104769],"genre_scores_gemma":[0.05555578,0.008746696,0.1619546,0.01904225,0.16836,0.003793906,0.0171908,0.00903973,0.5563163],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.98461,"threshold_uncertainty_score":0.998946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938899723334774,"score_gpt":0.3669139185969252,"score_spread":0.3475249213635774,"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."}}