{"id":"W4408237256","doi":"10.1016/j.psj.2025.104989","title":"Symposium: Essentials of scientific writing for publications","year":2025,"lang":"en","type":"article","venue":"Poultry Science","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Poultry Science Association","keywords":"Library science; Engineering ethics; Computer science; Engineering","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":[0.1092243,0.001622266,0.001993094,0.005159366,0.01217088,0.03216146,0.002475577,0.007658714,0.03404279],"category_scores_gemma":[0.3171802,0.001749077,0.001433617,0.00409543,0.0138732,0.01202474,0.01395364,0.01382092,0.03724357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004501475,"about_ca_system_score_gemma":0.03397882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005125524,"about_ca_topic_score_gemma":0.0008253063,"domain_scores_codex":[0.8312346,0.09711245,0.02175669,0.005320377,0.03986956,0.004706271],"domain_scores_gemma":[0.4987328,0.1919562,0.04564551,0.05167824,0.1521464,0.05984084],"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":[0.0001729623,0.0001521892,0.001030403,0.003032005,0.00007918729,0.001079766,0.02579622,0.0002787749,0.00475303,0.09904404,0.5660287,0.2985527],"study_design_scores_gemma":[0.00002996412,0.0001410909,0.001109113,0.002025018,0.00002427832,0.001041414,0.003708972,0.0002146707,0.0009416484,0.03896365,0.9517277,0.00007247379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007685636,0.02635185,0.138143,0.3507564,0.2525938,0.003457741,0.000971025,0.005187651,0.2148529],"genre_scores_gemma":[0.2244533,0.03476026,0.2602352,0.05353009,0.17881,0.008166681,0.00175728,0.005961559,0.2323256],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8907757,"threshold_uncertainty_score":0.5776399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828243245901126,"score_gpt":0.3052468869492876,"score_spread":0.2669644544902764,"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."}}