{"id":"W3159284849","doi":"10.5334/joh.36","title":"Open Source 3D Printed ISO 8655 Compliant Multichannel Pipette","year":2022,"lang":"en","type":"article","venue":"Journal of Open Hardware","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pipette; Cleanroom; Computer science; 3D printing; Open source; Computer hardware; Fused filament fabrication; Nanotechnology; Materials science; Mechanical engineering; Software; Chemistry; Engineering; Operating system","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":[0.0006009369,0.0001834939,0.0004031306,0.000164823,0.0003092986,0.0003687837,0.00327391,0.00004328338,0.0009051737],"category_scores_gemma":[0.0001423444,0.0001671016,0.00009887524,0.0001645168,0.00003854109,0.0003649657,0.00382416,0.0008506308,0.00003804198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650706,"about_ca_system_score_gemma":0.00004086782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004564798,"about_ca_topic_score_gemma":0.000004570198,"domain_scores_codex":[0.9987677,0.0000710891,0.0004423402,0.0001695499,0.0002754896,0.0002738519],"domain_scores_gemma":[0.9991524,0.00008374979,0.0002470345,0.0003426045,0.00009571653,0.00007851113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004355165,0.0004653047,0.002184585,0.0002359593,0.001170093,0.001159038,0.003589071,0.4301877,0.005159918,0.000450943,0.341362,0.2135999],"study_design_scores_gemma":[0.002138551,0.0003630102,0.006507913,0.0002783829,0.00006761184,0.0007044985,0.004239045,0.01667188,0.03108186,0.0007793148,0.9365246,0.0006432927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988766,0.0008625221,0.06428553,0.004881007,0.003258955,0.001931734,0.0002733684,0.00107612,0.02455417],"genre_scores_gemma":[0.9879717,0.00002519321,0.01010875,0.000140914,0.00008733312,0.00002998439,0.000007224501,0.00005528586,0.001573577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5951626,"threshold_uncertainty_score":0.9911017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039646428236708,"score_gpt":0.2781467268028985,"score_spread":0.2377502625205314,"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."}}