{"id":"W4399862098","doi":"10.1080/07366205.2024.2355776","title":"Artificial intelligence: help or hindrance in solving the reproducibility crisis?","year":2024,"lang":"en","type":"article","venue":"BioTechniques","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Reproducibility; Psychology; Political science; Computer science; Chemistry; Chromatography","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":[0.100993,0.001805885,0.004846157,0.003036937,0.003829843,0.01501524,0.005054394,0.01758238,0.007929385],"category_scores_gemma":[0.1672139,0.001167753,0.001937014,0.002692965,0.03964517,0.02712231,0.006757604,0.03146706,0.006767379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005258298,"about_ca_system_score_gemma":0.01263737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002824797,"about_ca_topic_score_gemma":0.002755811,"domain_scores_codex":[0.9645908,0.02003649,0.003323328,0.002000548,0.00861126,0.001437721],"domain_scores_gemma":[0.8270901,0.1187032,0.007799882,0.01373488,0.02393165,0.008740245],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004371123,0.000182634,0.0021064,0.002887654,0.0004908796,0.001010207,0.001067262,0.000843555,0.0007557649,0.320435,0.4461611,0.2236224],"study_design_scores_gemma":[0.0001922657,0.0001889476,0.0006765585,0.002529419,0.0001179492,0.001477236,0.001317288,0.001720376,0.0007724263,0.6843597,0.3064639,0.0001840614],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004645037,0.05158216,0.007012288,0.9242634,0.0127698,0.0000266927,0.00004092617,0.0002776535,0.003562544],"genre_scores_gemma":[0.07598502,0.169461,0.05960001,0.6087078,0.07753882,0.0003491201,0.0001955074,0.0006731283,0.007489707],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.899007,"threshold_uncertainty_score":0.5341084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2461662217379087,"score_gpt":0.4752305731198129,"score_spread":0.2290643513819042,"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."}}