{"id":"W4252763628","doi":"10.1063/1.4922306","title":"New Products","year":2015,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008468953,0.001415593,0.001185505,0.004020152,0.001113447,0.004536964,0.001560365,0.002277357,0.7383492],"category_scores_gemma":[0.003408612,0.0006276865,0.0009827431,0.001556707,0.0005718052,0.003153372,0.001752086,0.002844585,0.6887721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007693333,"about_ca_system_score_gemma":0.001732673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009558275,"about_ca_topic_score_gemma":0.001937911,"domain_scores_codex":[0.9992099,0.00005572854,0.00002853429,0.0001041446,0.0005138306,0.00008781756],"domain_scores_gemma":[0.9981426,0.0002086224,0.000105868,0.0002654665,0.0008770248,0.0004003854],"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":[0.0000522725,0.00008973453,0.00005709386,0.000432219,0.000006343315,0.00004006775,0.00001682708,0.00002599006,0.002111541,0.00182273,0.7860928,0.2092524],"study_design_scores_gemma":[0.000011526,0.00003377159,0.0001271715,0.00007115946,0.000004530909,0.00004865294,0.00001094631,0.00002294259,0.0005486441,0.0005110329,0.9986052,0.000004489625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008842638,0.01567654,0.003197836,0.004665609,0.01786266,0.0006794132,0.003516765,0.003603806,0.949913],"genre_scores_gemma":[0.001458466,0.005132736,0.001020291,0.001446093,0.002005391,0.0001136008,0.00163004,0.0003893522,0.9868041],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7383492,"threshold_uncertainty_score":0.3732131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06662327877248711,"score_gpt":0.3134853165514034,"score_spread":0.2468620377789163,"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."}}