{"id":"W2301598259","doi":"","title":"4C: A Web2.0 Case Study Analysis Tool","year":2009,"lang":"en","type":"article","venue":"Discovery Research Portal (University of Dundee)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001657797,0.00007192302,0.000226716,0.0006861847,0.0008858679,0.00005168128,0.0007548126,0.0001062315,0.001022271],"category_scores_gemma":[0.000206015,0.00008494174,0.0001609195,0.001932695,0.0007258767,0.0005793062,0.0001995211,0.0003347354,0.00003123693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005027147,"about_ca_system_score_gemma":0.0002719028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03570195,"about_ca_topic_score_gemma":0.1149942,"domain_scores_codex":[0.9979683,0.000590644,0.0001270598,0.0002512478,0.0007173645,0.0003454132],"domain_scores_gemma":[0.9987376,0.0002173903,0.00008254233,0.0006004141,0.0002434804,0.0001185792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003313734,0.007508867,0.3861022,0.00002086167,0.002300304,0.01815036,0.2087695,0.00004136661,0.0004548929,0.2704302,0.006409197,0.09948085],"study_design_scores_gemma":[0.0008041511,0.0004066699,0.09658303,0.000007245649,0.0001855277,0.00001508726,0.8947639,0.0003001958,0.000008551265,0.00210555,0.004611719,0.0002083935],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397309,0.00004843484,0.0001938097,0.001582615,0.00001791671,0.0003542795,0.00001043683,0.00005739284,0.05800425],"genre_scores_gemma":[0.9944842,0.0001652847,0.0002157876,0.00001522854,0.00001440772,4.598531e-7,0.00001060693,0.000002806463,0.005091182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6859944,"threshold_uncertainty_score":0.9998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000721190282253,"score_gpt":0.4170438487461863,"score_spread":0.316971729717961,"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."}}