{"id":"W2914875794","doi":"10.1371/journal.pbio.3000127","title":"Evidence that nonsignificant results are sometimes preferred: Reverse P-hacking or selective reporting?","year":2019,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"Australian Research Council; Australian Government","keywords":"Confounding; Context (archaeology); Hacker; Biology; Publication bias; Significant difference; Statistics; MEDLINE; Computer science; Mathematics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004550516,0.000153289,0.0002653913,0.00003236565,0.00009823248,0.00002150077,0.000232506,0.0001287112,0.02823597],"category_scores_gemma":[0.002202999,0.0001115913,0.00006271827,0.0002587243,0.0001710053,0.0001565095,0.0002345144,0.0001589453,0.003586845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826087,"about_ca_system_score_gemma":0.0000211958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002061222,"about_ca_topic_score_gemma":0.0003008244,"domain_scores_codex":[0.9983254,0.000112756,0.0004358996,0.0005746023,0.0001714456,0.0003798683],"domain_scores_gemma":[0.9982895,0.0002334967,0.0009849721,0.000384054,0.00002534509,0.00008267514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005964043,0.0001897503,0.8390879,0.0000308439,0.00004959206,0.00004663201,0.0006932069,0.00001009621,0.1309098,0.0001058545,0.0271857,0.001094262],"study_design_scores_gemma":[0.001000753,0.0006678966,0.856629,0.0002444924,0.00005752774,0.00008182223,0.004756739,0.0001586677,0.08411099,0.0002142253,0.05140373,0.0006742282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728975,0.0000675082,0.00001296795,0.0008678539,0.0002112278,0.0004038894,0.00009070046,0.00009567783,0.02535269],"genre_scores_gemma":[0.9966427,0.0001479105,0.00009165291,0.0004662449,0.00003098561,0.00002949772,0.000045465,0.00001030932,0.002535249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04679878,"threshold_uncertainty_score":0.997189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1795841032839425,"score_gpt":0.3153059009622353,"score_spread":0.1357217976782927,"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."}}