{"id":"W1999591174","doi":"10.5703/1288284314729","title":"Lightning in a Bottle: Libraries, Technology and the Changing System of Scholarly Communications","year":2012,"lang":"en","type":"article","venue":"","topic":"Web and Library Services","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Lightning (connector); Bottle; Computer science; Telecommunications; Engineering; Physics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006079305,0.0004362766,0.0006164244,0.004591832,0.01128508,0.04842421,0.002010402,0.008895205,0.0233579],"category_scores_gemma":[0.02096805,0.0004256165,0.000613626,0.0100901,0.02433797,0.04430661,0.005865906,0.007338689,0.005923245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00786538,"about_ca_system_score_gemma":0.0109459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01508549,"about_ca_topic_score_gemma":0.01985089,"domain_scores_codex":[0.9938523,0.003045982,0.0002009996,0.0004145933,0.001671441,0.0008146847],"domain_scores_gemma":[0.9811421,0.01108287,0.001534643,0.001033693,0.002432412,0.002774226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001199052,0.0000768829,0.003216433,0.0002784686,0.00002874143,0.0004069767,0.02300359,0.0003483713,0.0003278855,0.6749617,0.2073269,0.0899041],"study_design_scores_gemma":[0.00003508405,0.00003605789,0.002682427,0.0003697698,0.00003000732,0.0004549587,0.02791106,0.0005693007,0.000309109,0.2698549,0.697666,0.00008146643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03067811,0.05298821,0.005378968,0.6296579,0.005463036,0.00002658157,0.0002756575,0.0003964396,0.275135],"genre_scores_gemma":[0.7050099,0.05974521,0.006278643,0.08115488,0.02181729,0.00009968683,0.000254095,0.0008443687,0.1247959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9515758,"threshold_uncertainty_score":0.07813996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013583822093289,"score_gpt":0.209363589731991,"score_spread":0.195779767638702,"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."}}