{"id":"W7036769214","doi":"","title":"Conversation, Collaboration, Credit: The Graduate Researcher in the Digital Scholarly Environment","year":2012,"lang":"en","type":"article","venue":"Research Output (Edinburgh Napier University)","topic":"Phytochemistry and Biological Activities","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Relation (database); Digital humanities; Graduate students; Digital scholarship; Scholarly communication","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02883703,0.0007070373,0.0009726968,0.002437613,0.03806043,0.02723346,0.002707198,0.009342676,0.007326522],"category_scores_gemma":[0.05391332,0.0004641159,0.0005218785,0.003099264,0.05774303,0.02259201,0.03320525,0.01404641,0.00175553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009364817,"about_ca_system_score_gemma":0.01346265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007422416,"about_ca_topic_score_gemma":0.006829558,"domain_scores_codex":[0.9537364,0.0386355,0.0005627334,0.001551425,0.002895314,0.002618539],"domain_scores_gemma":[0.9640225,0.02107522,0.002082424,0.001643232,0.002162821,0.009013709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002400561,0.00003351267,0.0007277683,0.00005056133,0.000003488375,0.0003676661,0.9229985,0.00002119475,0.0001875901,0.05640777,0.009883514,0.009294425],"study_design_scores_gemma":[0.00002088866,0.0000435505,0.0004872649,0.0001963354,0.000006292571,0.0004265731,0.6830266,0.00008424822,0.0001336969,0.01964683,0.2958993,0.00002833874],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1804121,0.01032821,0.01493994,0.4701093,0.007443655,0.0003185642,0.0001051507,0.0003136679,0.3160294],"genre_scores_gemma":[0.9206575,0.0030435,0.003188911,0.02860052,0.002249154,0.0002288728,0.00003711012,0.0001857127,0.04180869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9727665,"threshold_uncertainty_score":0.1525066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360526479789256,"score_gpt":0.2808384753954937,"score_spread":0.1447858274165682,"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."}}