{"id":"W4384155269","doi":"10.1126/science.adj6791","title":"Guinea pigbots","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"New guinea; Computer science; History; Ethnology","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":[],"consensus_categories":[],"category_scores_codex":[0.005076568,0.0008719728,0.0005398654,0.001260303,0.001514367,0.001789777,0.001987657,0.002580899,0.1065138],"category_scores_gemma":[0.01101568,0.0005292814,0.0006354601,0.0006167599,0.002371099,0.004342304,0.00367278,0.002092265,0.039164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000643393,"about_ca_system_score_gemma":0.0007033407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101365,"about_ca_topic_score_gemma":0.001455084,"domain_scores_codex":[0.9983215,0.0008070875,0.00008916547,0.0003183281,0.0002723168,0.000191664],"domain_scores_gemma":[0.990024,0.005268729,0.0005462326,0.001932587,0.0007334576,0.001494978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003394691,0.00154014,0.007246001,0.002440196,0.000175067,0.002371358,0.008372015,0.001795984,0.03730321,0.1588134,0.3176608,0.4588871],"study_design_scores_gemma":[0.0002463365,0.001397758,0.003184147,0.0007026219,0.00007145538,0.001401619,0.002216201,0.003857769,0.006869573,0.03277193,0.9472045,0.00007605109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.101606,0.00556299,0.2543147,0.02161991,0.007994129,0.00279435,0.00435895,0.04063535,0.5611137],"genre_scores_gemma":[0.3578477,0.002744792,0.2123111,0.009250398,0.001038069,0.002779935,0.004690203,0.002842615,0.4064952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1065138,"threshold_uncertainty_score":0.3563241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3579479551035845,"score_gpt":0.5360764969647903,"score_spread":0.1781285418612059,"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."}}