{"id":"W4310671754","doi":"10.1108/jilt-06-2022-0017","title":"Impact of additive manufacturing on maritime transportation: a review","year":2022,"lang":"en","type":"review","venue":"Journal of International Logistics and Trade","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Originality; Supply chain; Production (economics); Mainstreaming; Business; Value (mathematics); Computer science; Marketing; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001676595,0.0002461332,0.0008946462,0.0002714671,0.00002669317,0.00001578243,0.000323101,0.00009481543,0.0003884431],"category_scores_gemma":[0.0001275006,0.0001845639,0.0005376658,0.00005675638,0.00005808809,0.00004280091,0.00002081832,0.0007096758,0.000001194045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578136,"about_ca_system_score_gemma":0.00004892506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002936236,"about_ca_topic_score_gemma":3.889115e-7,"domain_scores_codex":[0.9987347,0.00002862349,0.0007335971,0.0001109575,0.0002821335,0.0001100388],"domain_scores_gemma":[0.9988767,0.0003928198,0.0005544033,0.0001046124,0.00002966774,0.00004177719],"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":[0.000007358148,0.00004053226,0.000002514712,0.005789658,0.0009622937,0.0001231039,0.00001212483,0.0004287925,8.480404e-8,0.0006374243,0.003474837,0.9885213],"study_design_scores_gemma":[0.0001231187,0.00022002,0.000406028,0.01501924,0.0004171637,0.0001915376,0.00000612228,0.00001932792,0.00002272958,0.0003419922,0.9830463,0.0001864568],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002610432,0.9965652,0.0006509972,0.00003718613,0.0003801465,0.0001234457,0.001147592,0.00003527646,0.001034118],"genre_scores_gemma":[0.004277638,0.9950758,0.0003360778,0.0000125251,0.000121932,0.000007972371,0.000126811,0.00002824646,0.00001303758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9883348,"threshold_uncertainty_score":0.7526296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.042597754236548,"score_gpt":0.3136865645628447,"score_spread":0.2710888103262967,"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."}}