{"id":"W978130869","doi":"10.1007/978-3-319-20804-6_5","title":"Makers with a Cause: Fabrication, Reflection and Community Collaboration","year":2015,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Reflection (computer programming); Computer science; Rapid prototyping; Decision maker; Order (exchange); Core (optical fiber); Engineering management; Knowledge management; Management science; Engineering; Mechanical engineering; Telecommunications","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01204369,0.0008517969,0.0007364218,0.002352958,0.01298376,0.01412987,0.00334792,0.004836198,0.01171519],"category_scores_gemma":[0.02825333,0.00100635,0.001007312,0.001761593,0.03289701,0.01293877,0.01352286,0.005391526,0.001565446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002902331,"about_ca_system_score_gemma":0.005337942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148398,"about_ca_topic_score_gemma":0.002528387,"domain_scores_codex":[0.9868204,0.008648022,0.0002645165,0.001240873,0.001899637,0.001126471],"domain_scores_gemma":[0.985685,0.008677526,0.001071806,0.002608059,0.0009228835,0.001034733],"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":[0.0000762487,0.0001175744,0.001819824,0.0001741582,0.00002585448,0.000845362,0.2795275,0.0006569949,0.001466924,0.6628799,0.005519283,0.04689027],"study_design_scores_gemma":[0.00008568617,0.0001632306,0.00202451,0.0004008045,0.000070097,0.0008943029,0.2328892,0.001992927,0.003195172,0.5650682,0.193131,0.00008486609],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2481338,0.004561297,0.1244701,0.02768957,0.001575707,0.0005231086,0.00006779423,0.0005209766,0.5924578],"genre_scores_gemma":[0.9447486,0.0005339402,0.01665466,0.0004081323,0.00008543528,0.0001611465,0.00003886102,0.0002428036,0.0371263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9870163,"threshold_uncertainty_score":0.06369394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04234634050250337,"score_gpt":0.3084393529035834,"score_spread":0.26609301240108,"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."}}