{"id":"W4392406514","doi":"10.5210/spir.v2023i0.13525","title":"IF NOT, ELSE: STANDARDS, PROTOCOLS, NETWORKS AND HOW THEY MAKE A DIFFERENCE","year":2023,"lang":"en","type":"article","venue":"AoIR Selected Papers of Internet Research","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York 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":[0.01185769,0.0008560446,0.0006104972,0.002255911,0.006072138,0.02433486,0.00145957,0.005980112,0.009864176],"category_scores_gemma":[0.02308344,0.0004775144,0.0004576696,0.003414821,0.03540036,0.03932639,0.004184459,0.01143639,0.004271793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005206925,"about_ca_system_score_gemma":0.008641656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009641035,"about_ca_topic_score_gemma":0.005353131,"domain_scores_codex":[0.9834978,0.01008759,0.0005343292,0.00139271,0.003630229,0.0008573234],"domain_scores_gemma":[0.9857748,0.008701438,0.0007074961,0.001653751,0.002364809,0.000797668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001803028,0.00002112401,0.0003926364,0.0002031664,0.00001779773,0.00007188023,0.007830701,0.000216681,0.0001546789,0.8831519,0.06681259,0.04110875],"study_design_scores_gemma":[0.000006003958,0.00001433107,0.0002500851,0.0006647703,0.000009619052,0.000093458,0.006679111,0.0001872094,0.0001514194,0.4087435,0.5831784,0.00002220663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007188113,0.1052497,0.04028734,0.5225813,0.01926667,0.0001081769,0.0003588004,0.0004879438,0.3044721],"genre_scores_gemma":[0.4552624,0.1492881,0.04813103,0.1981864,0.0197401,0.0006246764,0.0007124938,0.002008571,0.1260463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02433486,"threshold_uncertainty_score":0.06271023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161734256219373,"score_gpt":0.3347377078246199,"score_spread":0.3031203652624261,"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."}}