{"id":"W3042436586","doi":"10.33137/ijidi.v4i2.34035","title":"Hackathons as Instruments for Settlement Sector Innovation","year":2020,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; General partnership; Public relations; Community engagement; Sociology; Business; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003422916,0.00008536522,0.00008973974,0.0001820226,0.0002256121,0.00005549328,0.0005455313,0.00004890346,0.0001630353],"category_scores_gemma":[0.0001801447,0.00006623416,0.00006515633,0.0002227997,0.00002006914,0.0007911467,0.0005905915,0.0001540903,0.00004754786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002040487,"about_ca_system_score_gemma":0.00005110001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007665702,"about_ca_topic_score_gemma":7.439962e-7,"domain_scores_codex":[0.9988274,0.00000816553,0.0004178848,0.00003760802,0.0006162288,0.00009273123],"domain_scores_gemma":[0.999139,0.00004102337,0.0001931198,0.0000547216,0.0005036977,0.00006847955],"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":[0.001166265,0.0002539766,0.003345699,0.0006276108,0.001703097,0.000009754506,0.1005739,0.07066271,0.02226362,0.02288701,0.5387657,0.2377407],"study_design_scores_gemma":[0.004971516,0.0005174542,0.006980252,0.0002808345,0.0001271177,0.00009519338,0.003534879,0.1395806,0.02882857,0.006525699,0.8079728,0.000585027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8692688,0.0000341498,0.09488817,0.03014123,0.003970153,0.000271419,0.0001207129,0.0001030759,0.001202289],"genre_scores_gemma":[0.995356,0.00005114586,0.001253579,0.00282805,0.0003862776,0.00000250444,0.00009920817,0.000005221681,0.00001803097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2692071,"threshold_uncertainty_score":0.2700951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01723660604953864,"score_gpt":0.2264013924041058,"score_spread":0.2091647863545672,"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."}}