{"id":"W3166167806","doi":"","title":"Promoting Novelty, Rigor, and Style in Energy Social Science: Towards Codes of Practice for Appropriate Methods and Research Design","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Novelty; Management science; Computer science; Rigour; Construct (python library); Data science; Quality (philosophy); Engineering ethics; Creativity; Style (visual arts); Knowledge management; Psychology; Epistemology; Social psychology; Engineering","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7808137,0.00363293,0.006964455,0.02464705,0.01107296,0.04005388,0.01022598,0.0129819,0.002235486],"category_scores_gemma":[0.8333338,0.004178395,0.00435672,0.0171377,0.07625031,0.03121535,0.03130169,0.0215045,0.001959836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02380473,"about_ca_system_score_gemma":0.07966349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003540232,"about_ca_topic_score_gemma":0.004383075,"domain_scores_codex":[0.1089721,0.7767637,0.06089586,0.01116028,0.04004391,0.002164086],"domain_scores_gemma":[0.06791059,0.7089455,0.03983241,0.1007807,0.07840669,0.004124072],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004167925,0.0003590166,0.005490866,0.02400992,0.0006307879,0.0004120418,0.1784928,0.002765755,0.002964882,0.4613487,0.016533,0.3065755],"study_design_scores_gemma":[0.0005598021,0.0003877236,0.00291259,0.04002753,0.0003294959,0.0004434852,0.03444658,0.006575995,0.00295309,0.8126441,0.0982573,0.0004623428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01030786,0.01026624,0.8617421,0.08746787,0.003854561,0.01545523,0.0002587884,0.000677522,0.009969834],"genre_scores_gemma":[0.06927634,0.002853562,0.891898,0.005922861,0.0005834568,0.02840005,0.0001426928,0.0002521888,0.000670789],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2191863,"threshold_uncertainty_score":0.2702958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08873610965152295,"score_gpt":0.5054808450688868,"score_spread":0.4167447354173638,"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."}}