{"id":"W4405647224","doi":"10.1353/mos.2022.a948433","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Mosaic","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001439482,0.000820172,0.0003597629,0.0015149,0.001557738,0.004852195,0.001687355,0.001822556,0.5623885],"category_scores_gemma":[0.004214799,0.0002652806,0.0006125703,0.0009688266,0.0007676263,0.002405298,0.002602632,0.002098063,0.4178289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199997,"about_ca_system_score_gemma":0.002442198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869253,"about_ca_topic_score_gemma":0.00390334,"domain_scores_codex":[0.9988883,0.0001476427,0.00003735863,0.0002345343,0.0005552944,0.0001368833],"domain_scores_gemma":[0.997834,0.0002508913,0.00007462262,0.0002990513,0.001029189,0.0005123187],"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":[0.00007520071,0.00005851077,0.0005797707,0.0001816534,0.000004975089,0.00009515721,0.0002577441,0.00009980334,0.001070075,0.04942375,0.7684103,0.1797431],"study_design_scores_gemma":[0.000003541181,0.000007601131,0.0002020277,0.00005935887,0.000001847225,0.00005016934,0.00006977755,0.00003372884,0.0002104039,0.002648159,0.9967095,0.000004054033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001174749,0.0009476463,0.01063566,0.008824447,0.007351542,0.0002050748,0.004124966,0.00256346,0.9641725],"genre_scores_gemma":[0.007052799,0.0009496509,0.005799624,0.004419824,0.001586131,0.0001773345,0.003926184,0.0008855519,0.9752027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4376115,"threshold_uncertainty_score":0.6241996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009576536900059444,"score_gpt":0.222969927802863,"score_spread":0.2133933909028035,"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."}}