{"id":"W1556106592","doi":"10.15353/joci.v1i3.2027","title":"Editorial: Putting Our Work in Context","year":2005,"lang":"en","type":"editorial","venue":"The Journal of Community Informatics","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Context (archaeology); Engineering ethics; Sociology; Engineering; History; Mechanical engineering; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01304601,0.005765932,0.008237991,0.007160069,0.00662988,0.01370714,0.005964426,0.03043737,0.01289094],"category_scores_gemma":[0.06573843,0.001715249,0.00447179,0.003313196,0.005625126,0.006108664,0.002293802,0.02824182,0.01008374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00441141,"about_ca_system_score_gemma":0.00602952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00185168,"about_ca_topic_score_gemma":0.005715104,"domain_scores_codex":[0.9843745,0.003310863,0.002340323,0.001743371,0.007097509,0.001133499],"domain_scores_gemma":[0.9363244,0.02190213,0.004732005,0.001680345,0.02675677,0.008604388],"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":[0.00003030058,0.00001851259,0.000022554,0.000116382,0.00002171499,0.00009864709,0.00001003241,0.00001879713,0.00003252555,0.0001563148,0.9975759,0.001898283],"study_design_scores_gemma":[0.0001558911,0.00008370574,0.000639179,0.0008919365,0.0002094244,0.0005128058,0.0001496001,0.0004327653,0.0002536095,0.001638141,0.9949713,0.00006163117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002967435,0.001237948,0.00008562305,0.0256207,0.9724876,0.00001859926,0.00002767421,0.00003663693,0.0004556646],"genre_scores_gemma":[0.000503542,0.001202204,0.0001444197,0.02514954,0.9685874,0.00003040932,0.00002743443,0.00004506153,0.004310041],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03043737,"threshold_uncertainty_score":0.0689947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392861425199959,"score_gpt":0.4742349474260947,"score_spread":0.3349488049060988,"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."}}