{"id":"W4233129098","doi":"10.31438/trf.hh2000a.0","title":"2000 Solid-State, Actuators, and Microsystems Workshop Technical Digest","year":2000,"lang":"en","type":"paratext","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"Sandia National Laboratories; U.S. Department of Energy","keywords":"Microsystem; Solid-state; Actuator; Computer science; Systems engineering; Engineering; Engineering physics; Materials science; Nanotechnology; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005836445,0.000426108,0.0004636521,0.0001564039,0.00007522892,0.0002306666,0.0001930891,0.0005447688,0.004021065],"category_scores_gemma":[0.000004096195,0.0003822717,0.00005935672,0.0001234166,0.00003849445,0.0001144352,0.0000579357,0.0004514875,0.001294166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000980211,"about_ca_system_score_gemma":0.00004876106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002821898,"about_ca_topic_score_gemma":0.00003589788,"domain_scores_codex":[0.9987313,0.00001140469,0.0003804188,0.0003583424,0.0001457802,0.0003727506],"domain_scores_gemma":[0.999462,0.00004392489,0.00004755254,0.0002897791,0.00002317982,0.0001335782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001672428,0.00002602711,0.000004652507,0.001151657,0.00008850735,0.000008095018,0.0001796253,0.2329306,0.0000896784,0.000007248197,0.741325,0.02417218],"study_design_scores_gemma":[0.000266444,0.00001864301,0.00002314097,0.0004164799,0.0000322058,0.00003708269,0.00001253513,0.005252247,0.00277052,0.00001954428,0.9902733,0.0008778727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001950132,0.01214691,0.05314498,0.0000778957,0.002499132,0.0009725367,0.0002690341,0.001331224,0.9276081],"genre_scores_gemma":[0.2006493,0.02706352,0.001914652,0.0001069021,0.000762069,0.0001356122,0.0008656098,0.0003520901,0.7681503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2489483,"threshold_uncertainty_score":0.9998629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006507543169334798,"score_gpt":0.2244045878079122,"score_spread":0.2178970446385774,"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."}}