{"id":"W4405673766","doi":"10.1007/s40964-024-00903-7","title":"Tribological characteristics of porous 3D-printed PLA+ with anaerobic methacrylate self-impregnated lubricant","year":2024,"lang":"en","type":"article","venue":"Progress in Additive Manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Lubricant; Composite material; Tribology; Porosity; Infill","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002622474,0.0004981086,0.0006396312,0.0005621159,0.00006269052,0.00008994021,0.0004280614,0.0002457195,0.0001283339],"category_scores_gemma":[0.00005904288,0.0003991039,0.00009429518,0.0003732725,0.0003143214,0.0001790224,0.0002401511,0.0009378142,0.00002566205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002166077,"about_ca_system_score_gemma":0.00002972203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001098465,"about_ca_topic_score_gemma":0.000006620765,"domain_scores_codex":[0.9978089,0.00007321314,0.0005692838,0.0005772216,0.0002935634,0.0006777847],"domain_scores_gemma":[0.9990113,0.0003580143,0.0001168409,0.0003772471,0.00005396282,0.00008261084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001256662,0.0001753726,0.002011523,0.001064003,0.0007474975,0.001603535,0.0008650819,0.0008109083,0.0003964365,0.0005813377,0.0001659081,0.9914528],"study_design_scores_gemma":[0.0007659585,0.0003828125,0.1183768,0.001840475,0.0001225897,0.0001249751,0.0002669465,0.0116678,0.8600183,0.000551516,0.004822382,0.001059486],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914353,0.001026335,0.002106532,0.00005617155,0.0003094406,0.0004552633,0.000208972,0.003659643,0.0007423119],"genre_scores_gemma":[0.9903702,0.0003326969,0.008886158,0.000008401933,0.00006619079,0.000158077,0.00005826407,0.00009393635,0.00002610174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9903932,"threshold_uncertainty_score":0.9998461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010363494945286,"score_gpt":0.2307205323757412,"score_spread":0.2203570374304552,"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."}}