{"id":"W4400526202","doi":"10.17975/sfj-2024-008","title":"Proceedings from the 2023 indicium conference","year":2024,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Environmental chemistry; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004958209,0.001185582,0.000542703,0.001367041,0.003022772,0.006865108,0.001677021,0.00274323,0.1261759],"category_scores_gemma":[0.006196795,0.0003119326,0.0009236078,0.0008257185,0.0006583529,0.001567762,0.00358267,0.003060704,0.06056848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004825314,"about_ca_system_score_gemma":0.01146544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443459,"about_ca_topic_score_gemma":0.04079121,"domain_scores_codex":[0.9953974,0.0003789105,0.0001472826,0.000297823,0.003118603,0.0006600097],"domain_scores_gemma":[0.9906438,0.0003405443,0.0001927034,0.0002788033,0.004698664,0.003845451],"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":[0.00005965481,0.00003662372,0.0001037587,0.00004923407,0.000003399552,0.00005310213,0.00004657447,0.00004115791,0.0002864829,0.0007547187,0.9836525,0.01491285],"study_design_scores_gemma":[0.000007067635,0.00002914406,0.0007434723,0.00004800266,0.000002645401,0.00003569347,0.00009336964,0.00005164185,0.0001791228,0.0002144449,0.9985884,0.00000702952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01061775,0.01586301,0.003911866,0.07439315,0.3380197,0.0007450535,0.005139536,0.001079682,0.5502304],"genre_scores_gemma":[0.0271357,0.006650499,0.003703597,0.01047276,0.02922746,0.000542633,0.007538612,0.0008890808,0.9138396],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1261759,"threshold_uncertainty_score":0.4221005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220157038134377,"score_gpt":0.2215236642468088,"score_spread":0.1993220938654651,"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."}}