{"id":"W4391814868","doi":"10.20944/preprints202402.0784.v1","title":"A Review of 3-D Printing Batteries","year":2024,"lang":"en","type":"review","venue":"Preprints.org","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"3D printing; Business; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000490124,0.001069827,0.00121905,0.002876929,0.000365159,0.001310097,0.001053221,0.001176566,0.00862086],"category_scores_gemma":[0.001007771,0.0004689732,0.0009996978,0.003870428,0.0002781696,0.001683951,0.0006581929,0.0009877933,0.005730697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005125158,"about_ca_system_score_gemma":0.001003936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00112508,"about_ca_topic_score_gemma":0.001229447,"domain_scores_codex":[0.9996263,0.00003757102,0.00006726473,0.00006481285,0.0001776503,0.00002646983],"domain_scores_gemma":[0.9995703,0.0002158448,0.00004467887,0.000021333,0.000129733,0.00001805776],"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":[0.0000634819,0.00006094733,0.0001600338,0.03498806,0.00008558716,0.0002969232,0.00007906579,0.001183672,0.004080204,0.007615846,0.04705361,0.9043326],"study_design_scores_gemma":[0.000003818571,0.00004442694,0.0001774537,0.002120713,0.00005536642,0.0006904447,0.00002245859,0.0001389726,0.001318743,0.001048342,0.9943638,0.00001559297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002747556,0.9922391,0.0009549492,0.0002239191,0.0005088015,0.00001329877,0.0001268562,0.00003474272,0.005623505],"genre_scores_gemma":[0.001479548,0.9937278,0.0009157264,0.0002037024,0.0002540342,0.00001752774,0.0001763756,0.00001055355,0.003214627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00862086,"threshold_uncertainty_score":0.02883965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478173265080232,"score_gpt":0.3654822392623884,"score_spread":0.2176649127543652,"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."}}