{"id":"W4248877912","doi":"10.22215/timreview873","title":"Personal Health Systems Technologies: Critical Issues in Service Innovation and Diffusion","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Diffusion; Service (business); Business; Service innovation; Knowledge management; Computer science; Marketing; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02427217,0.0006246554,0.00135555,0.004184417,0.002831477,0.01266624,0.001817862,0.008041658,0.01042362],"category_scores_gemma":[0.04538548,0.0004468611,0.0007883072,0.005236357,0.01768535,0.02733091,0.003983259,0.005813752,0.0008979962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007850724,"about_ca_system_score_gemma":0.009384448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00346846,"about_ca_topic_score_gemma":0.002125794,"domain_scores_codex":[0.9819005,0.01113187,0.0009718111,0.001143407,0.003485712,0.001366703],"domain_scores_gemma":[0.8854773,0.1006322,0.003944912,0.002005604,0.00663279,0.001307201],"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":[0.00002382975,0.00004582929,0.0006683852,0.001622994,0.00002575305,0.0001736703,0.001846185,0.0006286408,0.00007679494,0.8941728,0.01298692,0.08772814],"study_design_scores_gemma":[0.0000280718,0.0001087529,0.001801504,0.005494217,0.00003161041,0.0006144074,0.004782033,0.00140171,0.0002575646,0.8021356,0.1832967,0.00004781782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007416994,0.6477855,0.01184763,0.2703944,0.002264703,0.0001811161,0.0001119366,0.00004730039,0.05995041],"genre_scores_gemma":[0.4089124,0.5423599,0.008080556,0.02222696,0.01131709,0.0006539756,0.00008323439,0.0000514106,0.006314402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02427217,"threshold_uncertainty_score":0.128365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06061467066372211,"score_gpt":0.3354746462232513,"score_spread":0.2748599755595292,"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."}}