{"id":"W4385637500","doi":"10.36227/techrxiv.23816748.v1","title":"A Proposal and Experimental Evaluation Towards Mass Configuration of Heterogeneous IIoT Nodes","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002242604,0.00109036,0.0006930256,0.0006226351,0.0007139726,0.001001386,0.001896079,0.001445103,0.005246523],"category_scores_gemma":[0.003253159,0.00029877,0.0003059116,0.0004569919,0.0009995712,0.001315177,0.001791698,0.0007238701,0.00132559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005454128,"about_ca_system_score_gemma":0.0004233215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003782338,"about_ca_topic_score_gemma":0.0003197357,"domain_scores_codex":[0.9982003,0.0006386327,0.00007836651,0.000282735,0.0005327418,0.0002671847],"domain_scores_gemma":[0.9973062,0.0006140689,0.0002588557,0.0007965937,0.0006115711,0.000412738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003549556,0.002507137,0.009336235,0.001427468,0.0002153765,0.001468927,0.001011197,0.1173247,0.6998846,0.0128197,0.007529154,0.1429261],"study_design_scores_gemma":[0.00083545,0.0241557,0.01359055,0.0001899934,0.0002844514,0.0012934,0.001608423,0.2499647,0.6541309,0.008691142,0.04508361,0.0001716773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5398358,0.0007078703,0.4390333,0.0005539543,0.0005953616,0.001703842,0.0005584896,0.002675517,0.01433593],"genre_scores_gemma":[0.9118272,0.0001572071,0.08378537,0.0001557265,0.00005633467,0.0006488269,0.0003609129,0.0001465555,0.002861925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005246523,"threshold_uncertainty_score":0.01755136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05702582130593783,"score_gpt":0.3082675499876089,"score_spread":0.2512417286816711,"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."}}