{"id":"W4372358112","doi":"10.1108/jmtm-01-2023-0010","title":"Open-source 3-D printing materials database generator","year":2023,"lang":"en","type":"article","venue":"Journal of Manufacturing Technology Management","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Open source; Python (programming language); Computer science; Generator (circuit theory); Originality; Database; Process engineering; Materials science; Engineering; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.00199728,0.00214089,0.001265002,0.002473745,0.0005239482,0.002665638,0.006896388,0.001817711,0.03454038],"category_scores_gemma":[0.007321902,0.001236895,0.002798861,0.002407363,0.0007401,0.0033347,0.003679199,0.002002843,0.02283707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082979,"about_ca_system_score_gemma":0.001595267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001542469,"about_ca_topic_score_gemma":0.001502893,"domain_scores_codex":[0.9984624,0.0001400576,0.0001885681,0.0003851432,0.000719163,0.000104708],"domain_scores_gemma":[0.9971625,0.0008274954,0.0002024306,0.001058582,0.0005964664,0.0001525013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002839146,0.0007296928,0.00761358,0.004284309,0.0005127708,0.002060344,0.0004350485,0.07024728,0.03313264,0.02557653,0.415432,0.4371365],"study_design_scores_gemma":[0.0009673692,0.0003395876,0.004983899,0.0002642068,0.0001515049,0.001521075,0.0001505194,0.4108164,0.12555,0.02803957,0.4269164,0.0002994697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.01141971,0.000617481,0.4436431,0.0004333835,0.0003089317,0.0008401463,0.07757886,0.4526278,0.01253054],"genre_scores_gemma":[0.140967,0.00103593,0.4791201,0.0008169974,0.0001135703,0.002599744,0.3263576,0.03519636,0.01379282],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.03454038,"threshold_uncertainty_score":0.1155491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966144575354416,"score_gpt":0.2460932672768589,"score_spread":0.2264318215233148,"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."}}