{"id":"W4409716076","doi":"10.1111/imcb.70028","title":"The tall tale of research and success","year":2025,"lang":"en","type":"article","venue":"Immunology and Cell Biology","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Path (computing); Sociology; Mathematics education; Computer science; Psychology","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":[0.0006514374,0.0000488005,0.0001009896,0.00007263057,0.0006056064,0.00004759727,0.0001684872,0.0001264671,0.0000526597],"category_scores_gemma":[0.00008392333,0.0000314906,0.00001138936,0.00003242307,0.002606656,0.00004898016,0.000162763,0.0003554307,0.000002803897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003425521,"about_ca_system_score_gemma":0.00002333916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003972027,"about_ca_topic_score_gemma":0.0001362649,"domain_scores_codex":[0.9993821,0.0001495664,0.0001319874,0.0001216618,0.00002154511,0.000193111],"domain_scores_gemma":[0.9989722,0.0008000187,0.00003578901,0.00009755731,0.00008472396,0.000009706389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004500985,0.00001595798,0.004261041,0.00002636389,0.00003073773,5.225037e-7,0.002424682,3.814682e-8,0.005117431,0.9773903,0.002357632,0.008330267],"study_design_scores_gemma":[0.0002779724,0.000164254,0.001557614,0.00002289582,0.000006690264,0.000002832819,0.00844236,0.00000749325,0.002536466,0.07080673,0.9161168,0.00005789757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8096265,0.02153912,0.000002153603,0.002744226,0.0002943127,0.00004887846,0.000006207164,0.00001331864,0.1657253],"genre_scores_gemma":[0.983228,0.001945174,0.000003284117,0.00009194721,0.00007337674,0.000007138674,0.000004678607,0.000002194703,0.01464427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9137592,"threshold_uncertainty_score":0.9604332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296027694906795,"score_gpt":0.3002801877861365,"score_spread":0.270677418295457,"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."}}