{"id":"W4393036974","doi":"10.7202/mcr","title":"Material Culture Review","year":2024,"lang":"en","type":"paratext","venue":"Material Culture Review","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":22,"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":[],"consensus_categories":[],"category_scores_codex":[0.002419899,0.001298535,0.00101398,0.006204376,0.001444142,0.004172685,0.001868608,0.002189285,0.08757432],"category_scores_gemma":[0.006113746,0.000435017,0.0008829176,0.005162811,0.0009144154,0.003932991,0.002728019,0.002200784,0.07759583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002172604,"about_ca_system_score_gemma":0.007033905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003190376,"about_ca_topic_score_gemma":0.006812763,"domain_scores_codex":[0.9974962,0.0003206755,0.0001965186,0.0001766967,0.001619742,0.0001901204],"domain_scores_gemma":[0.9947983,0.0008664236,0.0003039844,0.0002958808,0.00337892,0.000356496],"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":[0.00003406735,0.00004263689,0.00004218124,0.005000332,0.00001565668,0.0001013373,0.00005738701,0.00009029019,0.002575619,0.006366136,0.6403854,0.3452889],"study_design_scores_gemma":[9.552658e-7,0.000007068888,0.00003193144,0.0005022076,0.000005867483,0.00004072149,0.00001449235,0.00000475006,0.000365883,0.000272213,0.9987512,0.00000276203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0009573365,0.5656604,0.004470291,0.01399924,0.05097237,0.0003398428,0.001882374,0.0005040204,0.3612141],"genre_scores_gemma":[0.003676956,0.6156137,0.004749287,0.01160277,0.006551442,0.0003419066,0.003494485,0.0003762232,0.3535933],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08757432,"threshold_uncertainty_score":0.2929653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498312017410972,"score_gpt":0.2626718980635128,"score_spread":0.2476887778894031,"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."}}