{"id":"W3206250068","doi":"10.24908/ijesjp.v8i2.13997","title":"Opening Up The Tools For Doing Science: The Case Of The Global Open Science Hardware Movement","year":2021,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Sociotechnical system; Context (archaeology); Democratization; Movement (music); Democracy; Open science; Open data; Political science; Knowledge management; Sociology; Engineering ethics; Computer science; Engineering; Politics","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.008548577,0.0006564686,0.0004898823,0.002041248,0.02683901,0.01627599,0.001548089,0.008557149,0.006660588],"category_scores_gemma":[0.008684467,0.0004194293,0.0007604053,0.002728294,0.057967,0.01364885,0.01763057,0.006761631,0.0007675345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00681603,"about_ca_system_score_gemma":0.004665486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007951362,"about_ca_topic_score_gemma":0.01660482,"domain_scores_codex":[0.9891611,0.006991001,0.0001221766,0.0007428806,0.0009055923,0.002077308],"domain_scores_gemma":[0.9923255,0.005486325,0.0004180016,0.000545511,0.0002076773,0.001016843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004582724,0.0000607,0.001525968,0.00005690031,0.000005900093,0.004948691,0.420576,0.0003247536,0.0003935196,0.5606968,0.002940607,0.00842429],"study_design_scores_gemma":[0.00004001141,0.00006797841,0.001597785,0.000262019,0.00001415113,0.001622026,0.5907285,0.001151708,0.0006210273,0.1725173,0.2313259,0.00005165295],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6145782,0.001261183,0.01261496,0.03592401,0.000275542,0.000134513,0.0000547832,0.00007089973,0.3350859],"genre_scores_gemma":[0.9844943,0.0003763144,0.002228361,0.001550531,0.00004805831,0.00006350676,0.00002153001,0.00005936129,0.01115814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984519,"threshold_uncertainty_score":0.04945397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07845776566026698,"score_gpt":0.4578584059779161,"score_spread":0.3794006403176491,"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."}}