{"id":"W170741889","doi":"","title":"TIM Lecture Series: Building Technical Communities","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Series (stratigraphy); Computer science; Geology; Paleontology","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":[0.004703691,0.001125154,0.0007710728,0.002267142,0.003486333,0.006455784,0.001711015,0.00272825,0.1194938],"category_scores_gemma":[0.006918474,0.000480119,0.0006846742,0.003020286,0.001980572,0.01023809,0.004819129,0.003655978,0.03909293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003849467,"about_ca_system_score_gemma":0.004399854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003131826,"about_ca_topic_score_gemma":0.008294614,"domain_scores_codex":[0.9982373,0.0004523781,0.00007093441,0.000326078,0.0006070989,0.0003062682],"domain_scores_gemma":[0.9942602,0.001148423,0.00015964,0.000535709,0.001055301,0.002840665],"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":[0.0000486331,0.0001508003,0.0002152261,0.0001908018,0.000007473934,0.00005868504,0.0008784466,0.0006958452,0.0008389006,0.07720789,0.6942813,0.225426],"study_design_scores_gemma":[0.00001585204,0.00005527173,0.0003989319,0.0001765039,0.000008982073,0.0001057322,0.000864409,0.001329776,0.0009255157,0.05286742,0.943236,0.00001549382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00856098,0.02653022,0.1554416,0.1011582,0.05386411,0.0003279248,0.001140729,0.002776585,0.6501997],"genre_scores_gemma":[0.04132056,0.01840686,0.0380396,0.003338993,0.01454819,0.0002951958,0.001298066,0.001583443,0.8811691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1194938,"threshold_uncertainty_score":0.3997467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398403236113575,"score_gpt":0.2411532528992598,"score_spread":0.207169220538124,"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."}}