{"id":"W4297382080","doi":"10.1177/14614448221127202","title":"Book Review: Content","year":2022,"lang":"en","type":"article","venue":"New Media & Society","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Content (measure theory); Internet privacy; Psychology; Computer science; Mathematics","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":[0.002761051,0.0000913657,0.0002652851,0.00002121048,0.0009919989,0.00003063125,0.0004994551,0.00002787382,0.06570753],"category_scores_gemma":[0.0008801646,0.00008760933,0.0003742278,0.0007221837,0.0003369736,0.0001462906,0.0001915882,0.0003985543,0.0003688979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004556384,"about_ca_system_score_gemma":0.0007371243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009771883,"about_ca_topic_score_gemma":0.0003663125,"domain_scores_codex":[0.9961492,0.001430029,0.0002346671,0.0002583625,0.001551868,0.0003759077],"domain_scores_gemma":[0.9984344,0.0007887776,0.00009832716,0.0002048921,0.0002071943,0.0002664495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002389074,0.0000276059,0.00008342368,0.00001280251,0.00004571504,0.000001085207,0.07419408,0.000001092519,0.000137747,0.001541917,0.9230805,0.0008716652],"study_design_scores_gemma":[0.000184844,0.00002228982,0.0002733112,0.00002020893,0.00002095981,1.416751e-7,0.03968139,0.00001940101,0.00002493664,0.0003439218,0.9593111,0.000097526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001236734,0.8286682,0.0005167839,0.1358161,0.0004734377,0.0008695133,0.00002816221,0.0001252467,0.03226579],"genre_scores_gemma":[0.01082036,0.3048258,0.001086011,0.2868775,0.001621104,0.0005163836,0.0001128516,0.00004332042,0.3940966],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5238424,"threshold_uncertainty_score":0.9351466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2462019705774109,"score_gpt":0.4639742927307052,"score_spread":0.2177723221532943,"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."}}