{"id":"W3048558674","doi":"10.15278/isms.2020.tg05","title":"AUTOMATIC ASSIGNMENT AND INTERNAL ROTATION WITH PGOPHER","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 2020 International Symposium on Molecular Spectroscopy","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Rotation (mathematics); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004960448,0.0001510151,0.0001305213,0.0000213643,0.00002883902,0.00007520758,0.0003292611,0.00003275588,0.00007926636],"category_scores_gemma":[0.00001843714,0.0001084566,0.00004938846,0.0001095717,0.00004210975,0.00009690024,0.00006195461,0.0001578399,0.000008358104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006354992,"about_ca_system_score_gemma":0.000006210394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004433992,"about_ca_topic_score_gemma":3.58044e-7,"domain_scores_codex":[0.9990807,0.00000372004,0.0001975312,0.0001966373,0.0003972352,0.0001242102],"domain_scores_gemma":[0.9997215,0.000007294168,0.00008133086,0.00005681345,0.00006470489,0.00006837895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003813451,0.00002211593,0.001099258,0.00006955839,0.0001263896,0.00000329664,0.000338621,0.006433395,0.9862619,0.004494295,0.0006050958,0.0005079486],"study_design_scores_gemma":[0.0002214506,0.0002047269,0.000735608,0.0001122787,0.00002422395,0.0000136038,0.00004734748,0.104384,0.8935031,0.00030769,0.0003111045,0.000134895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652796,0.00005732777,0.0139857,0.005251102,0.0002364218,0.0002871612,0.000005505613,0.0001023922,0.0147948],"genre_scores_gemma":[0.9960433,0.00004313155,0.003329818,0.0004122484,0.00007955806,0.00001887282,0.000001235845,0.00002852333,0.00004334195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09795061,"threshold_uncertainty_score":0.4422732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004358358211645513,"score_gpt":0.2008256417293286,"score_spread":0.1964672835176831,"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."}}