{"id":"W7139626527","doi":"","title":"Tagalong Trail","year":2023,"lang":"","type":"article","venue":"DigitalCommons - CalPoly (California State Polytechnic University)","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electronics; Quarter (Canadian coin); Girl; Event (particle physics); Quality (philosophy); Tile; Logo (programming language)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006518679,0.0009092122,0.0009379989,0.001709078,0.001186749,0.001000939,0.001631659,0.0004618409,0.002953129],"category_scores_gemma":[0.0001354656,0.000971459,0.0004992704,0.004647752,0.001063442,0.001257174,0.001085044,0.0004863744,0.01158275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005718627,"about_ca_system_score_gemma":0.0005032772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011704,"about_ca_topic_score_gemma":0.0005717291,"domain_scores_codex":[0.9944504,0.0003954542,0.0009375762,0.001306836,0.0008466739,0.002063004],"domain_scores_gemma":[0.9971523,0.0002036112,0.0004413727,0.001128646,0.0002118395,0.0008622863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005628746,0.002160801,0.003688684,0.001604257,0.001028792,0.004668687,0.003489444,0.001604084,0.6518431,0.05832202,0.1361163,0.129845],"study_design_scores_gemma":[0.001406587,0.0004186798,0.000696123,0.0001956005,0.0001403293,0.00006571542,0.0009230911,0.001008537,0.06552361,0.0007084804,0.9274355,0.001477805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7425031,0.000362378,0.002187431,0.002918981,0.003343733,0.001594947,0.01221649,0.005132657,0.2297403],"genre_scores_gemma":[0.9514288,0.0008440804,0.0001070545,0.0002208869,0.000175412,0.000008094059,0.0002493591,0.0001209665,0.0468453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7913191,"threshold_uncertainty_score":0.9992736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02406254041611966,"score_gpt":0.2177926369595143,"score_spread":0.1937300965433946,"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."}}