{"id":"W4400153820","doi":"10.1007/978-3-031-60916-9_5","title":"Methodology","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in social networks","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004809307,0.0003201125,0.0005754609,0.0002504446,0.0001156185,0.0001653632,0.0006640215,0.0008679464,0.0002252841],"category_scores_gemma":[0.00002906037,0.0002995487,0.000357792,0.0002201449,0.000073694,0.00005736007,0.0003655726,0.001083629,0.0000896792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008526306,"about_ca_system_score_gemma":0.00004041639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008636826,"about_ca_topic_score_gemma":0.00006423039,"domain_scores_codex":[0.9983422,0.00007171557,0.0003685133,0.0006373495,0.0002410019,0.0003391807],"domain_scores_gemma":[0.9988337,0.0006199792,0.0001559563,0.0003093273,0.00003869499,0.00004232454],"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":[0.00000393586,0.000005006816,0.00001380223,0.0000142193,0.0001701291,0.00007264369,0.0007629278,0.00511892,0.000002117079,0.7032545,0.002490002,0.2880918],"study_design_scores_gemma":[0.0001269883,0.00002926031,0.00001359801,0.0001374535,0.00008718996,0.000006055586,0.000001945621,0.08964226,0.000008764151,0.7305669,0.1788482,0.000531453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[8.208163e-7,0.004975833,0.8162705,0.001269401,0.001831006,0.00008804416,0.000001174728,0.0001146498,0.1754485],"genre_scores_gemma":[0.08615541,0.005099298,0.3886379,0.01653107,0.06161311,0.00009713027,0.0004950247,0.0007649284,0.4406061],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4276326,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0591882913452516,"score_gpt":0.3174938313132326,"score_spread":0.2583055399679809,"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."}}