{"id":"W7048189428","doi":"","title":"Kill Your Darlings: What an Academic Makerspace Learned Voiding Our Warranties on our 3D Printers","year":2016,"lang":"en","type":"article","venue":"HIMALAYA","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Scholarship; Order (exchange); Digital scholarship; 3d printer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01371349,0.001163836,0.0008093806,0.001562857,0.02119335,0.02498934,0.002935066,0.01071556,0.03465381],"category_scores_gemma":[0.03396849,0.0007175445,0.001016053,0.001485726,0.01300007,0.0281824,0.008629395,0.02279925,0.01716063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006736647,"about_ca_system_score_gemma":0.01067724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007325232,"about_ca_topic_score_gemma":0.01476025,"domain_scores_codex":[0.9905619,0.002517379,0.0002810048,0.0009502207,0.004209981,0.001479533],"domain_scores_gemma":[0.9756197,0.005063417,0.0008189987,0.001608723,0.008601806,0.008287469],"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":[0.0000356381,0.0001115307,0.0007532475,0.0001366605,0.00001229123,0.0006395783,0.0186794,0.0001839505,0.0004973408,0.03471243,0.876009,0.06822899],"study_design_scores_gemma":[0.000006115634,0.00004014854,0.0002010909,0.0001606706,0.000004903759,0.0003528351,0.01600216,0.0001551542,0.0003635553,0.01411736,0.9685508,0.00004518665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009619668,0.01381801,0.009622068,0.8356534,0.06025812,0.00005970737,0.0001855149,0.0008625157,0.06992103],"genre_scores_gemma":[0.1623766,0.02019831,0.01617557,0.300979,0.02803995,0.0001009144,0.0004456157,0.002546982,0.469137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03465381,"threshold_uncertainty_score":0.1159285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03232601773901339,"score_gpt":0.2978548216714429,"score_spread":0.2655288039324295,"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."}}