{"id":"W7002509760","doi":"","title":"Networking, collaboration, and home brewing: An exploratory study","year":2018,"lang":"en","type":"article","venue":"Falmouth University Research Repository (FURR) (Falmouth University)","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory research; Perception; Social exchange theory; Database transaction; Process (computing); Quality (philosophy); Knowledge sharing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003348874,0.0003594343,0.0006519983,0.001434628,0.005313163,0.002831145,0.0009671011,0.001208321,0.004011124],"category_scores_gemma":[0.006058757,0.0003946027,0.0002348342,0.001256499,0.002064973,0.002326279,0.003611889,0.001607265,0.0004752054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128343,"about_ca_system_score_gemma":0.001588496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006986813,"about_ca_topic_score_gemma":0.01305554,"domain_scores_codex":[0.997898,0.001314636,0.00007845133,0.0001531975,0.000210985,0.0003447385],"domain_scores_gemma":[0.9948331,0.003084351,0.0005586543,0.0002980402,0.0002895484,0.0009362098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002244364,0.003384749,0.06733096,0.0003336816,0.00002281883,0.002667879,0.886273,0.0001831242,0.001614715,0.0026678,0.0009176257,0.03437913],"study_design_scores_gemma":[0.00002035624,0.0005707401,0.04967313,0.0001638306,0.00001777564,0.0005260141,0.9384817,0.0005032092,0.0004530302,0.0008156718,0.008743785,0.00003079673],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969772,0.00009365661,0.0002832409,0.000131851,0.000003288909,0.00008035589,0.00002448389,0.000005285176,0.002400618],"genre_scores_gemma":[0.9965173,0.0002486143,0.0007947728,0.0001059576,0.000006076689,0.0001646783,0.00003700101,0.000007310409,0.002118258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006986813,"threshold_uncertainty_score":0.01771075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04715226464831056,"score_gpt":0.2905597558582253,"score_spread":0.2434074912099147,"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."}}