{"id":"W4230249638","doi":"10.2307/j.ctv5rf6tz.18","title":"Pinwheels and Quarter Turns","year":2019,"lang":"en","type":"book-chapter","venue":"Princeton University Press eBooks","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Geography; Archaeology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005607253,0.000267632,0.0003004829,0.0001573224,0.00003501481,0.00003029921,0.0002197504,0.0003073084,0.00004783236],"category_scores_gemma":[0.000001784077,0.0003184611,0.00008456335,0.000003549422,0.00006402049,0.0001009954,0.0001449317,0.0003337075,0.000024684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009875068,"about_ca_system_score_gemma":0.00001739502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001039884,"about_ca_topic_score_gemma":0.000003280928,"domain_scores_codex":[0.9992841,0.000008454134,0.0001401367,0.0002480108,0.0001559951,0.000163284],"domain_scores_gemma":[0.9994072,0.00003539586,0.0000645312,0.0003721889,0.00003967091,0.00008096753],"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":[0.0000150322,0.000002124116,0.000007369302,0.0004272726,0.0001275574,0.00002361608,0.000242106,0.00006023822,0.0001355849,0.992904,0.001250714,0.004804348],"study_design_scores_gemma":[0.0002055757,0.00002460605,0.00001853181,0.0001272001,0.00006240719,0.000004276027,0.000003829297,0.0007258725,0.00081118,0.001841086,0.9958148,0.0003606258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004790238,0.0001326412,0.0006810175,0.00000309417,0.0001514823,0.0003469231,0.00003820726,0.0006858824,0.9974817],"genre_scores_gemma":[0.02514437,0.0002083796,0.0005902546,0.00001360587,0.00004557869,3.986745e-7,0.00001322137,0.00006005833,0.9739242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9945641,"threshold_uncertainty_score":0.9999267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150053230996341,"score_gpt":0.1826738323782849,"score_spread":0.1676685092786508,"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."}}